机器学习模型运营管理全球市场规模、份额和行业趋势分析报告:按组件、行业、组织规模、部署类型、地区展望和预测2022-2028
市场调查报告书
商品编码
1184304

机器学习模型运营管理全球市场规模、份额和行业趋势分析报告:按组件、行业、组织规模、部署类型、地区展望和预测2022-2028

Global Machine Learning Model Operationalization Management Market Size, Share & Industry Trends Analysis Report By Component, By Vertical, By Organization size, By Deployment Mode, By Regional Outlook and Forecast, 2022 - 2028

出版日期: | 出版商: KBV Research | 英文 309 Pages | 订单完成后即时交付

价格

全球机器学习模型运营管理 (MLOps) 市场规模预计在预测期内以 38.9% 的复合年增长率增长,到 2028 年达到 85 亿美元。

企业正在积极采用机器学习技术解决方案来改善客户体验并帮助实现利润最大化。 市场进入者正在部署先进的数据处理和集成策略,以收集洞察力并获得超越竞争对手的竞争优势。 企业对 MLOps 的采用仍处于早期阶段。

未来,如果MLO的优点得到认可,市场拓展机会将大大增加。 日益增长的计算能力、人工智能以及越来越多地使用数据科学技术进行系统学习,推动了对改进数据管理的尖端解决方案的需求。

零售、医疗保健、教育、电信、製造和金融机构等主要行业对机器学习的需求量很大。 在 ML Ops 的帮助下,标准化模型和工作流成为可能。 此外,机器学习技术可以轻鬆部署在任何地方,这也是企业看重机器学习技术的一大原因。

COVID-19 影响分析

预计 COVID-19 大流行将得到人工智能技术的帮助。 一些国家正在使用机器学习和人工智能支持的人口监测技术来跟踪和追踪 COVID-19 病例。 例如,韩国研究人员正在使用地理定位信息和监控摄像头镜头来监控冠状病毒病例。 数据科学家还使用机器智能算法来预测下一次爆发的地点并通知相关当局,从而实现实时疾病跟踪。 这使得技术先进的国家能够减缓病毒的传播。 预计这种积极的努力将在未来一段时间内推动对机器智能解决方案的需求。

市场增长因素

ML 应该标准化以实现高效的团队合作。

手动数据收集和重新处理效率低下,并可能导致不可接受的结果。 MLOps 有助于自动化 ML 模型的整个工作流程。 这包括数据收集、模型创建、测试、再培训和部署。 MLOps 帮助企业减少错误并节省时间。 在企业范围内采用 ML 模型需要 IT 和业务专业人员、数据科学家和工程师一起工作。

机器阅读在金融领域的运用

金融机构掌握着大量的客户信息。 除了银行账户余额等标准银行信息外,我们还收集有关购买、消费习惯、平台使用、地理偏好等信息,以创建消费者的 360 度全景图。 这将使银行能够提供专门针对其客户的要求和偏好量身定制的产品和服务。 因此,预计 ML 在金融行业的使用越来越多,将刺激 MLOps 市场的扩张。

市场製约因素

缺乏专业知识

在机器学习即服务行业中,越来越多的中小企业将利用基于云的服务,同时显着缩短机器学习集成的耗时过程。 通过避免重复性任务,您可以在不需要员工的情况下提高组织的效率。 组织现在需要在数据管理中利用 MLOps,从多个内部和外部数据源收集和整合大量数据,并统一数据孤岛。

组件视角

根据组件,机器学习模型操作管理 (MLOps) 市场细分为平台和服务。 2021 年,服务业的收入份额相当可观。 MLOps 解决方案被世界各地的企业用来增强客户互动、品牌知名度和营销活动。 借助 MLOps 营销工具,企业可以轻鬆吸引消费者、更有效地沟通并扩大影响范围。

部署模式展望

机器学习模型运营管理 (MLOps) 市场根据部署模式分为本地和云端。 云类别将在 2021 年占据市场最大的收入份额。 为了提高员工的工作效率,云模型支持在全球范围内外包 IT 任务。 还有其他三种类型的云计算:私有、公共和混合。 公共云的日益普及主要是由于其众多的组织优势,例如灵活性和可扩展性、远程访问、简单性和快速安装。

组织规模展望

机器学习模型运营管理 (MLOps) 市场根据组织规模分为大型企业和中小型企业。 2021年,中小企业板块获得较大的收入份额。 这是因为机器学习的引入使小型企业能够在有限的预算内优化流程。 人工智能和机器学习有望很快成为中小企业获取数字资源和节省ICT资金的关键技术。

行业展望

机器学习模型运营管理 (MLOps) 市场按行业划分为 BFSI、零售和电子商务、政府和国防、医疗保健和生命科学、製造、电信和 IT & ITeS、能源和公用事业、运输和物流,分类为其他。 BFSI 行业在 2021 年市场中的收入份额最高。 然而,大多数银行在管理惰性模型方面也确实存在相当大的困难,尤其是在应用程序部署更加活跃和影响力更大的环境中。 MLOps 本质上是将 DevOps 技术和技术应用到机器学习中,可以帮助银行快速有效地解决其中的一些问题。

区域展望

机器学习模型运营管理 (MLOps) 市场按地区划分为北美、欧洲、亚太地区和 LAMEA。 预计在预测期内,北美将占据最大的市场份额。 就市场份额而言,北美是 MLOps 最多的地区之一。 随着美国和加拿大等国家/地区在各个应用领域使用 ML 技术,该地区出现了 MLOps。 美国被认为是北美 MLOps 市场的主要贡献者之一。

市场进入者采取的主要策略是产品发布。 根据基数矩阵中的分析,Microsoft Corporation 和 Google LLC 是机器学习模型操作管理 (MLOps) 领域的先驱。 Amazon Web Services, Inc. (Amazon.com, Inc.)、IBM Corporation 和 Hewlett-Packard enterprise Company 等公司是机器学习模型运营管理 (MLOps) 领域的主要创新者。

机器学习模型运营管理 (MLOps) 中部署的最新策略

伙伴关係、合作和协议

产品发布和产品扩展

收购与兼併

内容

第一章市场范围与研究方法

  • 市场定义
  • 目的
  • 市场规模
  • 细分
    • 全球机器学习模型运营管理 (MLOps) 市场,按组件分类
    • 全球机器学习模型运营管理 (MLOps) 市场,按行业划分
    • 机器学习模型运营管理 (MLOps) 全球市场,按组织规模
    • 全球机器学习模型运营管理 (MLOps) 市场,按部署模式
    • 机器学习模型运营管理 (MLOps) 全球市场,按地区划分
  • 调查方法

第 2 章市场概述

  • 简介
    • 简介
      • 市场构成和情景
  • 影响市场的主要因素
    • 市场驱动因素
    • 市场製约因素

第 3 章竞争分析 - 世界

  • KBV 基数矩阵
  • 近期的全行业战略发展
    • 伙伴关係、协作和合同
    • 产品发布和产品扩展
    • 收购与合併
  • 关键成功策略
    • 主要领先战略:比例分布(2018-2022 年)
    • 主要战略举措:(产品发布和产品扩展:2018 年 11 月至 2022 年 12 月)主要参与者

第 4 章。全球机器学习模型运营管理 (MLOps) 市场:按组件分类

  • 全球平台市场:按地区
  • 全球服务市场:按地区

第 5 章机器学习模型运营管理 (MLOps) 的全球市场:按行业分类

  • BFSI 全球市场:按地区
  • IT/ITeS 全球市场:按地区
  • 按地区划分的全球製造市场
  • 全球零售和电子商务市场:按地区
  • 全球政府和国防市场:按地区
  • 按地区划分的医疗保健和生命科学全球市场
  • 按地区划分的全球电信市场
  • 全球能源和公用事业市场:按地区
  • 全球旅游市场:按地区
  • 按地区和其他全球行业划分的市场

第 6 章。全球机器学习模型运营管理 (MLOps) 市场:按组织规模

  • 全球大型企业市场:按地区
  • 全球中小企业市场:按地区

第 7 章:全球机器学习模型运营管理 (MLOps) 市场:按部署模式

  • 全球云市场:按地区
  • 全球本地市场:按地区

第 8 章。全球机器学习模型运营管理 (MLOps) 市场:按地区

  • 北美
    • 北美国家/地区的机器学习模型运营管理 (MLOps) 市场
      • 美国
      • 加拿大
      • 墨西哥
      • 其他北美地区
  • 欧洲
    • 按国家/地区划分的欧洲机器学习模型运营管理 (MLOps) 市场
      • 德国
      • 英国
      • 法国
      • 俄罗斯
      • 西班牙
      • 意大利
      • 其他欧洲
  • 亚太地区
    • 按国家/地区划分的亚太地区机器学习模型运营管理 (MLOps) 市场
      • 中国
      • 日本
      • 印度
      • 韩国
      • 新加坡
      • 马来西亚
      • 其他亚太地区
  • 拉美
    • LAMEA 机器学习模型运营管理 (MLOps) 市场:按国家/地区分类
      • 巴西
      • 阿根廷
      • 阿联酋
      • 沙特阿拉伯
      • 南非
      • 尼日利亚
      • 拉美其他地区

第九章公司简介

  • Microsoft Corporation
  • Amazon Web Services, Inc.(Amazon.com, Inc.)
  • Google LLC
  • IBM Corporation
  • Hewlett Packard Enterprise Company
  • Alteryx, Inc.
  • Cloudera, Inc.
  • DataRobot, Inc.
  • Domino Data Lab, Inc.
  • H2O.ai, Inc.

The Global Machine Learning Model Operationalization Management (MLOps) Market size is expected to reach $8.5 billion by 2028, rising at a market growth of 38.9% CAGR during the forecast period.

Data scientists and operations specialists can work together and communicate using MLOps, a set of techniques. Implementing Machine Learning and Deep Learning models in large production environments can be automated while improving quality and streamlining the management process. In addition, aligning models with business demands and regulatory standards is simpler.

MLOps is gradually becoming a stand-alone method for managing the ML lifecycle. It covers every lifecycle stage, including data collection, model building (using the software development lifecycle and continuous integration/delivery), deployment, orchestration, health, governance, diagnostics, and business metrics.

Machine learning technology solutions are being aggressively adopted by businesses to improve the customer experience and support maximizing profit. Market participants are implementing advanced data processing and integration strategies to gather insights and get a competitive edge over rivals. The use of MLOps in enterprises is still in its infancy.

As people become more aware of the advantages of doing so, there will likely be lucrative chances for market expansion. The demand for cutting-edge solutions for improved data management is fueled by the expanding usage of data science technologies for improvements in computing power, artificial intelligence, and system learning.

The well-known industry verticals, such as retail, healthcare, education, telecommunication, manufacturing, and financial institutions, have a significant demand for machine learning. Standardized models and workflows are made possible with the assistance of ML Ops. Additionally, it facilitates the simple implementation of machine learning technology anywhere, which is the primary factor in enterprises' high preference for them.

COVID-19 Impact Analysis

The COVID-19 pandemic is anticipated to be aided by artificial intelligence technology. Several nations are using population surveillance techniques made possible by machine learning and artificial intelligence to track and trace COVID-19 cases. For instance, researchers in South Korea use geo-location information and surveillance camera footage to monitor coronavirus cases. In addition, data scientists use machine intelligence algorithms to anticipate the location of the next outbreak and notify the appropriate authorities, allowing for real-time illness tracking. This has permitted technologically advanced nations to put a speed breaker on the spread of the virus. Such active endeavors are projected to increase the demand for machine intelligence solutions during the upcoming period.

Market Growth Factors

ML should be standardized for efficient teamwork.

Manual data collection and reprocessing are inefficient and may yield unacceptable results. MLOps aids in automating the entire workflow of ML models. This comprises data collection, the model creation, testing, retraining, and deployment. MLOps assist businesses in reducing errors and saving time. For the company-wide adoption of ML models, IT and business professionals and data scientists and engineers are involved in cooperation.

Use of Machine Leading Expanded in The Financial Sector

Financial institutions possess a vast amount of client information. They may collect information on purchases, spending habits, platform usage, and geo-locational preferences in addition to standard banking information, such as bank account balances, to create a 360-degree image of the consumer. This enables the bank to offer goods and services that are particularly tailored to the customer's requirements and preferences. Therefore, the growing use of ML in the financial industry will fuel the expansion of the MLOps market.

Market Restraining Factors

Lack of Expertise

While more SMBs in the machine learning as a service industry use cloud-based services, the time-consuming machine learning integration process will become significantly less time-consuming. It helps to enhance an organization's efficiency without recruiting human resources by avoiding repetitive work. Organizations need now utilise MLOps in data management to collect and integrate the enormous volumes of data from several internal and external data sources and unite the data silos.

Components Outlook

Based on components, the Machine Learning Model Operationalization Management (MLOps) Market is categorized into Platform and Services. In 2021, the services segment recorded a sizable revenue share. MLOps solutions are being adopted by businesses worldwide to strengthen their customer interaction, brand recognition, and marketing initiatives. Organizations can effortlessly engage consumers, communicate more effectively, and broaden their reach using MLOps marketing tools.

Deployment Mode Outlook

Based on deployment mode, the Machine Learning Model Operationalization Management (MLOps) Market is classified into On-Premises and Cloud. The cloud category had the most revenue share in the market in 2021. To boost employee productivity, the cloud-based system enables worldwide IT task outsourcing. Three other types of cloud computing exist private, public, and hybrid. The public cloud's rising popularity is primarily due to its numerous organizational advantages, including flexibility and scalability, remote access, simplicity, speedier installation, and many other benefits.

Organization Size Outlook

Based on organization size, the Machine Learning Model Operationalization Management (MLOps) Market is categorized into Large Enterprises and SMEs based on Organization Size. In 2021, the small and medium-sized business segment obtained a sizeable revenue share. This is because machine learning adoption enables SMEs to optimize their processes on a limited budget. Shortly, it is anticipated that AI and machine learning will be the key technologies that let SMEs access digital resources and save money on ICT.

Vertical Outlook

Based on vertical, the Machine Learning Model Operationalization Management (MLOps) Market is categorized into BFSI, Retail and eCommerce, Government and Defense, Healthcare and Life Sciences, Manufacturing, Telecom, IT and ITeS, Energy, and Utilities, Transportation and Logistics, and Others. The BFSI sector produced the highest revenue share in the market in 2021. However, most banks also experience considerable difficulties managing inert models, particularly in settings where application deployments could be more active and influential. MLOps, which essentially applies DevOps techniques and methods to machine learning, can assist banks in swiftly and effectively addressing some of these issues.

Regional Outlook

Based on geography, the Machine Learning Model Operationalization Management (MLOps) Market is classified into North America, Europe, Asia Pacific, and LAMEA. North America is anticipated to hold the most significant market share during the projection period. By market share, North America is one of the top regions for MLOps. MLOps in this region are expanding due to the use of ML technology by nations like the US and Canada in various application fields. The US is regarded as one of the key contributors to North American MLOps market.

The major strategies followed by the market participants are Product Launches. Based on the Analysis presented in the Cardinal matrix; Microsoft Corporation and Google LLC are the forerunners in the Machine Learning Model Operationalization Management (MLOps). Companies such as Amazon Web Services, Inc. (Amazon.com, Inc.), IBM Corporation, Hewlett-Packard enterprise Company are some of the key innovators in Machine Learning Model Operationalization Management (MLOps).

The market research report covers the analysis of key stake holders of the market. Key companies profiled in the report include Microsoft Corporation, Amazon Web Services, Inc. (Amazon.com, Inc.), Google LLC, IBM Corporation, Hewlett-Packard enterprise Company, Alteryx, Inc., Cloudera, Inc., DataRobot, Inc., Domino Data Lab, Inc., and H2O.ai, Inc.

Recent Strategies Deployed in Machine Learning Model Operationalization Management (MLOps)

Partnerships, Collaborations & Agreements

Sep-2022: Domino Data Lab has collaborated with Nvidia, a Chipmaker company, and NetApp, a data management and storage system provider. This collaboration is aimed to advance the latest solutions and reference architecture that would help data science and machine learning workloads that are operating in muli cloud and hybrid systems.

Mar-2022: Amazon collaborated with Virginia Tech, a public land-grant research university, and launched an initiative for ML and AI research. This collaboration would allow doctoral students who have applied for Amazon fellowships and are performing ML and AI research. Additionally, this would help the efforts of faculty members engaged in the field of research.

Feb-2022: Microsoft entered into a partnership with Tata Consultancy Services, an Indian company focusing on providing information technology services and consulting. Under the partnership, Tata Consultancy Services leveraged its software, TCS Intelligent Urban Exchange (IUX) and TCS Customer Intelligence & Insights (CI&I), to enable businesses in providing hyper-personalized customer experiences. CI&I and IUX are supported by artificial intelligence (AI), and machine learning, and assist in real-time data analytics. The CI&I software empowered retailers, banks, insurers, and other businesses to gather insights, predictions, and recommended actions in real-time to enhance the satisfaction of customers.

Mar-2021: Amazon partnered with Hugging Face, a company that develops tools for building applications using machine learning. Through this Partnership, the company would ease the use of Machine Learning models for organizations and provide advanced NLP features in comparatively lesser time.

Feb-2021: Amazon Web Services entered into a partnership with Salesforce, a cloud-based software company. The partnership enabled us to utilize a complete set of Salesforce and AWS capabilities simultaneously to rapidly develop and deploy new business applications that facilitate digital transformation. Salesforce also embedded AWS services for voice, video, artificial intelligence (AI), and machine learning (ML) directly in new applications for sales, service, and industry vertical use cases.

Product Launches and Product Expansions:

Dec-2022: Alteryx, Inc. launched Alteryx Machine Learning. This newly launched product consists of Time Series enhancements which would broaden the predictive power of the company's machine learning product. The product also includes a user interface (UI) update with new model evaluation abilities creating the process of model development highly simple and intuitive.

Apr-2022: Hewlett Packard released Machine Learning Development System (MLDS) and Swarm Learning, their new machine learning solutions. The two solutions are focused on simplifying the burdens of AI development in a development environment that progressively consists of large amounts of protected data and specialized hardware. The MLDS provides a full software and services stack, including a training platform (the HPE Machine Learning Development Environment), container management (Docker), cluster management (HPE Cluster Manager), and Red Hat Enterprise Linux

May-2022: Hewlett Packard launched HPE Swarm Learning and the new Machine Learning (ML) Development System, two AI and ML-based solutions. These new solutions increase the accuracy of models, solve AI infrastructure burdens, and improve data privacy standards. The company declared the new tool a "breakthrough AI solution" that focuses on fast-tracking insights at the edge, with attributes ranging from identifying card fraud to diagnosing diseases.

Jan-2022: Domino Data Lab unveiled Domino 5.0, the first Enterprise MLOps solution, an end-to-end software suite optimized to run AI workloads with VMWare. This newly launched platform would help the end-to-end data science lifecycle and offer data scientists in using the tools of their choice.

May-2021: Google released Vertex AI, a novel managed machine learning platform that enables developers to more easily deploy and maintain their AI models. Engineers can use Vertex AI to manage video, image, text, and tabular datasets, and develop machine learning pipelines to train and analyze models utilizing Google Cloud algorithms or custom training code. After that, the engineers can install models for online or batch use cases all on scalable managed infrastructure.

Mar-2021: Microsoft released updates to Azure Arc, its service that brought Azure products and management to multiple clouds, edge devices, and data centers with auditing, compliance, and role-based access. Microsoft also made Azure Arc-enabled Kubernetes available. Azure Arc-enabled Machine Learning and Azure Arc-enabled Kubernetes are developed to aid companies to find a balance between enjoying the advantages of the cloud and maintaining apps and maintaining apps and workloads on-premises for regulatory and operational reasons. The new services enable companies to implement Kubernetes clusters and create machine learning models where data lives, as well as handle applications and models from a single dashboard.

Acquisitions and Mergers

Jul-2021: DataRobot took over Algorithmia, a machine learning operations platform. The acquisition of Algorithmia would strengthen DataRobot's position as the preeminent provider of complete solutions in the MLOps space, focused on offering machine learning models into production.

Jun-2021: Hewlett Packard completed the acquisition of Determined AI, a San Francisco-based startup that offers a strong and solid software stack to train AI models faster, at any scale, utilizing its open-source machine learning (ML) platform. Hewlett Packard integrated Determined AI's unique software solution with its world-leading AI and high-performance computing (HPC) products to empower ML engineers to conveniently deploy and train machine learning models to offer faster and more precise analysis from their data in almost every industry.

May-2021: IBM acquired Waeg, a Salesforce Consulting Partner in Europe. Through this acquisition, IBM would broaden IBM's suite of Salesforce services and develop IBM's AI and hybrid cloud strategy. Additionally, this acquisition is based on IBM's continued investment in Salesforce consulting services to address the growing client requirements for experience-led business transformation and the latest customer engagement strategies supported by machine learning, data, and AI.

Scope of the Study

Market Segments covered in the Report:

By Component

  • Platform
  • Services

By Vertical

  • BFSI
  • IT & ITeS
  • Manufacturing
  • Retail & Ecommerce
  • Government & Defense
  • Healthcare & Life Sciences
  • Telecom
  • Energy & Utilities
  • Travel & Tourism
  • Others

By Organization size

  • Large Enterprises
  • SMEs

By Deployment Mode

  • Cloud
  • On-premise

By Geography

  • North America
    • US
    • Canada
    • Mexico
    • Rest of North America
  • Europe
    • Germany
    • UK
    • France
    • Russia
    • Spain
    • Italy
    • Rest of Europe
  • Asia Pacific
    • China
    • Japan
    • India
    • South Korea
    • Singapore
    • Malaysia
    • Rest of Asia Pacific
  • LAMEA
    • Brazil
    • Argentina
    • UAE
    • Saudi Arabia
    • South Africa
    • Nigeria
    • Rest of LAMEA

Companies Profiled

  • Microsoft Corporation
  • Amazon Web Services, Inc. (Amazon.com, Inc.)
  • Google LLC
  • IBM Corporation
  • Hewlett-Packard enterprise Company
  • Alteryx, Inc.
  • Cloudera, Inc.
  • DataRobot, Inc.
  • Domino Data Lab, Inc.
  • H2O.ai, Inc.

Unique Offerings from KBV Research

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Table of Contents

Chapter 1. Market Scope & Methodology

  • 1.1 Market Definition
  • 1.2 Objectives
  • 1.3 Market Scope
  • 1.4 Segmentation
    • 1.4.1 Global Machine Learning Model Operationalization Management (MLOps) Market, by Component
    • 1.4.2 Global Machine Learning Model Operationalization Management (MLOps) Market, by Vertical
    • 1.4.3 Global Machine Learning Model Operationalization Management (MLOps) Market, by Organization size
    • 1.4.4 Global Machine Learning Model Operationalization Management (MLOps) Market, by Deployment Mode
    • 1.4.5 Global Machine Learning Model Operationalization Management (MLOps) Market, by Geography
  • 1.5 Methodology for the research

Chapter 2. Market Overview

  • 2.1 Introduction
    • 2.1.1 Overview
      • 2.1.1.1 Market Composition and Scenario
  • 2.2 Key Factors Impacting the Market
    • 2.2.1 Market Drivers
    • 2.2.2 Market Restraints

Chapter 3. Competition Analysis - Global

  • 3.1 KBV Cardinal Matrix
  • 3.2 Recent Industry Wide Strategic Developments
    • 3.2.1 Partnerships, Collaborations and Agreements
    • 3.2.2 Product Launches and Product Expansions
    • 3.2.3 Acquisition and Mergers
  • 3.3 Top Winning Strategies
    • 3.3.1 Key Leading Strategies: Percentage Distribution (2018-2022)
    • 3.3.2 Key Strategic Move: (Product Launches and Product Expansions : 2018, Nov - 2022, Dec) Leading Players

Chapter 4. Global Machine Learning Model Operationalization Management (MLOps) Market by Component

  • 4.1 Global Platform Market by Region
  • 4.2 Global Services Market by Region

Chapter 5. Global Machine Learning Model Operationalization Management (MLOps) Market by Vertical

  • 5.1 Global BFSI Market by Region
  • 5.2 Global IT & ITeS Market by Region
  • 5.3 Global Manufacturing Market by Region
  • 5.4 Global Retail & Ecommerce Market by Region
  • 5.5 Global Government & Defense Market by Region
  • 5.6 Global Healthcare & Life Sciences Market by Region
  • 5.7 Global Telecom Market by Region
  • 5.8 Global Energy & Utilities Market by Region
  • 5.9 Global Travel & Tourism Market by Region
  • 5.1 Global Other Vertical Market by Region

Chapter 6. Global Machine Learning Model Operationalization Management (MLOps) Market by Organization size

  • 6.1 Global Large Enterprises Market by Region
  • 6.2 Global SMEs Market by Region

Chapter 7. Global Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode

  • 7.1 Global Cloud Market by Region
  • 7.2 Global On-premise Market by Region

Chapter 8. Global Machine Learning Model Operationalization Management (MLOps) Market by Region

  • 8.1 North America Machine Learning Model Operationalization Management (MLOps) Market
    • 8.1.1 North America Machine Learning Model Operationalization Management (MLOps) Market by Component
      • 8.1.1.1 North America Platform Market by Country
      • 8.1.1.2 North America Services Market by Country
    • 8.1.2 North America Machine Learning Model Operationalization Management (MLOps) Market by Vertical
      • 8.1.2.1 North America BFSI Market by Country
      • 8.1.2.2 North America IT & ITeS Market by Country
      • 8.1.2.3 North America Manufacturing Market by Country
      • 8.1.2.4 North America Retail & Ecommerce Market by Country
      • 8.1.2.5 North America Government & Defense Market by Country
      • 8.1.2.6 North America Healthcare & Life Sciences Market by Country
      • 8.1.2.7 North America Telecom Market by Country
      • 8.1.2.8 North America Energy & Utilities Market by Country
      • 8.1.2.9 North America Travel & Tourism Market by Country
      • 8.1.2.10 North America Other Vertical Market by Country
    • 8.1.3 North America Machine Learning Model Operationalization Management (MLOps) Market by Organization size
      • 8.1.3.1 North America Large Enterprises Market by Country
      • 8.1.3.2 North America SMEs Market by Country
    • 8.1.4 North America Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode
      • 8.1.4.1 North America Cloud Market by Country
      • 8.1.4.2 North America On-premise Market by Country
    • 8.1.5 North America Machine Learning Model Operationalization Management (MLOps) Market by Country
      • 8.1.5.1 US Machine Learning Model Operationalization Management (MLOps) Market
        • 8.1.5.1.1 US Machine Learning Model Operationalization Management (MLOps) Market by Component
        • 8.1.5.1.2 US Machine Learning Model Operationalization Management (MLOps) Market by Vertical
        • 8.1.5.1.3 US Machine Learning Model Operationalization Management (MLOps) Market by Organization size
        • 8.1.5.1.4 US Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode
      • 8.1.5.2 Canada Machine Learning Model Operationalization Management (MLOps) Market
        • 8.1.5.2.1 Canada Machine Learning Model Operationalization Management (MLOps) Market by Component
        • 8.1.5.2.2 Canada Machine Learning Model Operationalization Management (MLOps) Market by Vertical
        • 8.1.5.2.3 Canada Machine Learning Model Operationalization Management (MLOps) Market by Organization size
        • 8.1.5.2.4 Canada Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode
      • 8.1.5.3 Mexico Machine Learning Model Operationalization Management (MLOps) Market
        • 8.1.5.3.1 Mexico Machine Learning Model Operationalization Management (MLOps) Market by Component
        • 8.1.5.3.2 Mexico Machine Learning Model Operationalization Management (MLOps) Market by Vertical
        • 8.1.5.3.3 Mexico Machine Learning Model Operationalization Management (MLOps) Market by Organization size
        • 8.1.5.3.4 Mexico Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode
      • 8.1.5.4 Rest of North America Machine Learning Model Operationalization Management (MLOps) Market
        • 8.1.5.4.1 Rest of North America Machine Learning Model Operationalization Management (MLOps) Market by Component
        • 8.1.5.4.2 Rest of North America Machine Learning Model Operationalization Management (MLOps) Market by Vertical
        • 8.1.5.4.3 Rest of North America Machine Learning Model Operationalization Management (MLOps) Market by Organization size
        • 8.1.5.4.4 Rest of North America Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode
  • 8.2 Europe Machine Learning Model Operationalization Management (MLOps) Market
    • 8.2.1 Europe Machine Learning Model Operationalization Management (MLOps) Market by Component
      • 8.2.1.1 Europe Platform Market by Country
      • 8.2.1.2 Europe Services Market by Country
    • 8.2.2 Europe Machine Learning Model Operationalization Management (MLOps) Market by Vertical
      • 8.2.2.1 Europe BFSI Market by Country
      • 8.2.2.2 Europe IT & ITeS Market by Country
      • 8.2.2.3 Europe Manufacturing Market by Country
      • 8.2.2.4 Europe Retail & Ecommerce Market by Country
      • 8.2.2.5 Europe Government & Defense Market by Country
      • 8.2.2.6 Europe Healthcare & Life Sciences Market by Country
      • 8.2.2.7 Europe Telecom Market by Country
      • 8.2.2.8 Europe Energy & Utilities Market by Country
      • 8.2.2.9 Europe Travel & Tourism Market by Country
      • 8.2.2.10 Europe Other Vertical Market by Country
    • 8.2.3 Europe Machine Learning Model Operationalization Management (MLOps) Market by Organization size
      • 8.2.3.1 Europe Large Enterprises Market by Country
      • 8.2.3.2 Europe SMEs Market by Country
    • 8.2.4 Europe Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode
      • 8.2.4.1 Europe Cloud Market by Country
      • 8.2.4.2 Europe On-premise Market by Country
    • 8.2.5 Europe Machine Learning Model Operationalization Management (MLOps) Market by Country
      • 8.2.5.1 Germany Machine Learning Model Operationalization Management (MLOps) Market
        • 8.2.5.1.1 Germany Machine Learning Model Operationalization Management (MLOps) Market by Component
        • 8.2.5.1.2 Germany Machine Learning Model Operationalization Management (MLOps) Market by Vertical
        • 8.2.5.1.3 Germany Machine Learning Model Operationalization Management (MLOps) Market by Organization size
        • 8.2.5.1.4 Germany Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode
      • 8.2.5.2 UK Machine Learning Model Operationalization Management (MLOps) Market
        • 8.2.5.2.1 UK Machine Learning Model Operationalization Management (MLOps) Market by Component
        • 8.2.5.2.2 UK Machine Learning Model Operationalization Management (MLOps) Market by Vertical
        • 8.2.5.2.3 UK Machine Learning Model Operationalization Management (MLOps) Market by Organization size
        • 8.2.5.2.4 UK Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode
      • 8.2.5.3 France Machine Learning Model Operationalization Management (MLOps) Market
        • 8.2.5.3.1 France Machine Learning Model Operationalization Management (MLOps) Market by Component
        • 8.2.5.3.2 France Machine Learning Model Operationalization Management (MLOps) Market by Vertical
        • 8.2.5.3.3 France Machine Learning Model Operationalization Management (MLOps) Market by Organization size
        • 8.2.5.3.4 France Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode
      • 8.2.5.4 Russia Machine Learning Model Operationalization Management (MLOps) Market
        • 8.2.5.4.1 Russia Machine Learning Model Operationalization Management (MLOps) Market by Component
        • 8.2.5.4.2 Russia Machine Learning Model Operationalization Management (MLOps) Market by Vertical
        • 8.2.5.4.3 Russia Machine Learning Model Operationalization Management (MLOps) Market by Organization size
        • 8.2.5.4.4 Russia Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode
      • 8.2.5.5 Spain Machine Learning Model Operationalization Management (MLOps) Market
        • 8.2.5.5.1 Spain Machine Learning Model Operationalization Management (MLOps) Market by Component
        • 8.2.5.5.2 Spain Machine Learning Model Operationalization Management (MLOps) Market by Vertical
        • 8.2.5.5.3 Spain Machine Learning Model Operationalization Management (MLOps) Market by Organization size
        • 8.2.5.5.4 Spain Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode
      • 8.2.5.6 Italy Machine Learning Model Operationalization Management (MLOps) Market
        • 8.2.5.6.1 Italy Machine Learning Model Operationalization Management (MLOps) Market by Component
        • 8.2.5.6.2 Italy Machine Learning Model Operationalization Management (MLOps) Market by Vertical
        • 8.2.5.6.3 Italy Machine Learning Model Operationalization Management (MLOps) Market by Organization size
        • 8.2.5.6.4 Italy Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode
      • 8.2.5.7 Rest of Europe Machine Learning Model Operationalization Management (MLOps) Market
        • 8.2.5.7.1 Rest of Europe Machine Learning Model Operationalization Management (MLOps) Market by Component
        • 8.2.5.7.2 Rest of Europe Machine Learning Model Operationalization Management (MLOps) Market by Vertical
        • 8.2.5.7.3 Rest of Europe Machine Learning Model Operationalization Management (MLOps) Market by Organization size
        • 8.2.5.7.4 Rest of Europe Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode
  • 8.3 Asia Pacific Machine Learning Model Operationalization Management (MLOps) Market
    • 8.3.1 Asia Pacific Machine Learning Model Operationalization Management (MLOps) Market by Component
      • 8.3.1.1 Asia Pacific Platform Market by Country
      • 8.3.1.2 Asia Pacific Services Market by Country
    • 8.3.2 Asia Pacific Machine Learning Model Operationalization Management (MLOps) Market by Vertical
      • 8.3.2.1 Asia Pacific BFSI Market by Country
      • 8.3.2.2 Asia Pacific IT & ITeS Market by Country
      • 8.3.2.3 Asia Pacific Manufacturing Market by Country
      • 8.3.2.4 Asia Pacific Retail & Ecommerce Market by Country
      • 8.3.2.5 Asia Pacific Government & Defense Market by Country
      • 8.3.2.6 Asia Pacific Healthcare & Life Sciences Market by Country
      • 8.3.2.7 Asia Pacific Telecom Market by Country
      • 8.3.2.8 Asia Pacific Energy & Utilities Market by Country
      • 8.3.2.9 Asia Pacific Travel & Tourism Market by Country
      • 8.3.2.10 Asia Pacific Other Vertical Market by Country
    • 8.3.3 Asia Pacific Machine Learning Model Operationalization Management (MLOps) Market by Organization size
      • 8.3.3.1 Asia Pacific Large Enterprises Market by Country
      • 8.3.3.2 Asia Pacific SMEs Market by Country
    • 8.3.4 Asia Pacific Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode
      • 8.3.4.1 Asia Pacific Cloud Market by Country
      • 8.3.4.2 Asia Pacific On-premise Market by Country
    • 8.3.5 Asia Pacific Machine Learning Model Operationalization Management (MLOps) Market by Country
      • 8.3.5.1 China Machine Learning Model Operationalization Management (MLOps) Market
        • 8.3.5.1.1 China Machine Learning Model Operationalization Management (MLOps) Market by Component
        • 8.3.5.1.2 China Machine Learning Model Operationalization Management (MLOps) Market by Vertical
        • 8.3.5.1.3 China Machine Learning Model Operationalization Management (MLOps) Market by Organization size
        • 8.3.5.1.4 China Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode
      • 8.3.5.2 Japan Machine Learning Model Operationalization Management (MLOps) Market
        • 8.3.5.2.1 Japan Machine Learning Model Operationalization Management (MLOps) Market by Component
        • 8.3.5.2.2 Japan Machine Learning Model Operationalization Management (MLOps) Market by Vertical
        • 8.3.5.2.3 Japan Machine Learning Model Operationalization Management (MLOps) Market by Organization size
        • 8.3.5.2.4 Japan Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode
      • 8.3.5.3 India Machine Learning Model Operationalization Management (MLOps) Market
        • 8.3.5.3.1 India Machine Learning Model Operationalization Management (MLOps) Market by Component
        • 8.3.5.3.2 India Machine Learning Model Operationalization Management (MLOps) Market by Vertical
        • 8.3.5.3.3 India Machine Learning Model Operationalization Management (MLOps) Market by Organization size
        • 8.3.5.3.4 India Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode
      • 8.3.5.4 South Korea Machine Learning Model Operationalization Management (MLOps) Market
        • 8.3.5.4.1 South Korea Machine Learning Model Operationalization Management (MLOps) Market by Component
        • 8.3.5.4.2 South Korea Machine Learning Model Operationalization Management (MLOps) Market by Vertical
        • 8.3.5.4.3 South Korea Machine Learning Model Operationalization Management (MLOps) Market by Organization size
        • 8.3.5.4.4 South Korea Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode
      • 8.3.5.5 Singapore Machine Learning Model Operationalization Management (MLOps) Market
        • 8.3.5.5.1 Singapore Machine Learning Model Operationalization Management (MLOps) Market by Component
        • 8.3.5.5.2 Singapore Machine Learning Model Operationalization Management (MLOps) Market by Vertical
        • 8.3.5.5.3 Singapore Machine Learning Model Operationalization Management (MLOps) Market by Organization size
        • 8.3.5.5.4 Singapore Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode
      • 8.3.5.6 Malaysia Machine Learning Model Operationalization Management (MLOps) Market
        • 8.3.5.6.1 Malaysia Machine Learning Model Operationalization Management (MLOps) Market by Component
        • 8.3.5.6.2 Malaysia Machine Learning Model Operationalization Management (MLOps) Market by Vertical
        • 8.3.5.6.3 Malaysia Machine Learning Model Operationalization Management (MLOps) Market by Organization size
        • 8.3.5.6.4 Malaysia Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode
      • 8.3.5.7 Rest of Asia Pacific Machine Learning Model Operationalization Management (MLOps) Market
        • 8.3.5.7.1 Rest of Asia Pacific Machine Learning Model Operationalization Management (MLOps) Market by Component
        • 8.3.5.7.2 Rest of Asia Pacific Machine Learning Model Operationalization Management (MLOps) Market by Vertical
        • 8.3.5.7.3 Rest of Asia Pacific Machine Learning Model Operationalization Management (MLOps) Market by Organization size
        • 8.3.5.7.4 Rest of Asia Pacific Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode
  • 8.4 LAMEA Machine Learning Model Operationalization Management (MLOps) Market
    • 8.4.1 LAMEA Machine Learning Model Operationalization Management (MLOps) Market by Component
      • 8.4.1.1 LAMEA Platform Market by Country
      • 8.4.1.2 LAMEA Services Market by Country
    • 8.4.2 LAMEA Machine Learning Model Operationalization Management (MLOps) Market by Vertical
      • 8.4.2.1 LAMEA BFSI Market by Country
      • 8.4.2.2 LAMEA IT & ITeS Market by Country
      • 8.4.2.3 LAMEA Manufacturing Market by Country
      • 8.4.2.4 LAMEA Retail & Ecommerce Market by Country
      • 8.4.2.5 LAMEA Government & Defense Market by Country
      • 8.4.2.6 LAMEA Healthcare & Life Sciences Market by Country
      • 8.4.2.7 LAMEA Telecom Market by Country
      • 8.4.2.8 LAMEA Energy & Utilities Market by Country
      • 8.4.2.9 LAMEA Travel & Tourism Market by Country
      • 8.4.2.10 LAMEA Other Vertical Market by Country
    • 8.4.3 LAMEA Machine Learning Model Operationalization Management (MLOps) Market by Organization size
      • 8.4.3.1 LAMEA Large Enterprises Market by Country
      • 8.4.3.2 LAMEA SMEs Market by Country
    • 8.4.4 LAMEA Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode
      • 8.4.4.1 LAMEA Cloud Market by Country
      • 8.4.4.2 LAMEA On-premise Market by Country
    • 8.4.5 LAMEA Machine Learning Model Operationalization Management (MLOps) Market by Country
      • 8.4.5.1 Brazil Machine Learning Model Operationalization Management (MLOps) Market
        • 8.4.5.1.1 Brazil Machine Learning Model Operationalization Management (MLOps) Market by Component
        • 8.4.5.1.2 Brazil Machine Learning Model Operationalization Management (MLOps) Market by Vertical
        • 8.4.5.1.3 Brazil Machine Learning Model Operationalization Management (MLOps) Market by Organization size
        • 8.4.5.1.4 Brazil Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode
      • 8.4.5.2 Argentina Machine Learning Model Operationalization Management (MLOps) Market
        • 8.4.5.2.1 Argentina Machine Learning Model Operationalization Management (MLOps) Market by Component
        • 8.4.5.2.2 Argentina Machine Learning Model Operationalization Management (MLOps) Market by Vertical
        • 8.4.5.2.3 Argentina Machine Learning Model Operationalization Management (MLOps) Market by Organization size
        • 8.4.5.2.4 Argentina Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode
      • 8.4.5.3 UAE Machine Learning Model Operationalization Management (MLOps) Market
        • 8.4.5.3.1 UAE Machine Learning Model Operationalization Management (MLOps) Market by Component
        • 8.4.5.3.2 UAE Machine Learning Model Operationalization Management (MLOps) Market by Vertical
        • 8.4.5.3.3 UAE Machine Learning Model Operationalization Management (MLOps) Market by Organization size
        • 8.4.5.3.4 UAE Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode
      • 8.4.5.4 Saudi Arabia Machine Learning Model Operationalization Management (MLOps) Market
        • 8.4.5.4.1 Saudi Arabia Machine Learning Model Operationalization Management (MLOps) Market by Component
        • 8.4.5.4.2 Saudi Arabia Machine Learning Model Operationalization Management (MLOps) Market by Vertical
        • 8.4.5.4.3 Saudi Arabia Machine Learning Model Operationalization Management (MLOps) Market by Organization size
        • 8.4.5.4.4 Saudi Arabia Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode
      • 8.4.5.5 South Africa Machine Learning Model Operationalization Management (MLOps) Market
        • 8.4.5.5.1 South Africa Machine Learning Model Operationalization Management (MLOps) Market by Component
        • 8.4.5.5.2 South Africa Machine Learning Model Operationalization Management (MLOps) Market by Vertical
        • 8.4.5.5.3 South Africa Machine Learning Model Operationalization Management (MLOps) Market by Organization size
        • 8.4.5.5.4 South Africa Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode
      • 8.4.5.6 Nigeria Machine Learning Model Operationalization Management (MLOps) Market
        • 8.4.5.6.1 Nigeria Machine Learning Model Operationalization Management (MLOps) Market by Component
        • 8.4.5.6.2 Nigeria Machine Learning Model Operationalization Management (MLOps) Market by Vertical
        • 8.4.5.6.3 Nigeria Machine Learning Model Operationalization Management (MLOps) Market by Organization size
        • 8.4.5.6.4 Nigeria Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode
      • 8.4.5.7 Rest of LAMEA Machine Learning Model Operationalization Management (MLOps) Market
        • 8.4.5.7.1 Rest of LAMEA Machine Learning Model Operationalization Management (MLOps) Market by Component
        • 8.4.5.7.2 Rest of LAMEA Machine Learning Model Operationalization Management (MLOps) Market by Vertical
        • 8.4.5.7.3 Rest of LAMEA Machine Learning Model Operationalization Management (MLOps) Market by Organization size
        • 8.4.5.7.4 Rest of LAMEA Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode

Chapter 9. Company Profiles

  • 9.1 Microsoft Corporation
    • 9.1.1 Company Overview
    • 9.1.2 Financial Analysis
    • 9.1.4 Research & Development Expenses
    • 9.1.5 Recent strategies and developments:
      • 9.1.5.1 Partnerships, Collaborations, and Agreements:
      • 9.1.5.2 Product Launches and Product Expansions:
    • 9.1.6 SWOT Analysis
  • 9.2 Amazon Web Services, Inc. (Amazon.com, Inc.)
    • 9.2.1 Company Overview
    • 9.2.2 Financial Analysis
    • 9.2.3 Segmental Analysis
    • 9.2.4 Recent strategies and developments:
      • 9.2.4.1 Partnerships, Collaborations, and Agreements:
      • 9.2.4.2 Product Launches and Product Expansions:
    • 9.2.5 SWOT Analysis
  • 9.3 Google LLC
    • 9.3.1 Company Overview
    • 9.3.2 Financial Analysis
    • 9.3.3 Segmental and Regional Analysis
    • 9.3.4 Research & Development Expense
    • 9.3.5 Recent strategies and developments:
      • 9.3.5.1 Product Launches and Product Expansions:
    • 9.3.6 SWOT Analysis
  • 9.4 IBM Corporation
    • 9.4.1 Company Overview
    • 9.4.2 Financial Analysis
    • 9.4.3 Regional & Segmental Analysis
    • 9.4.4 Research & Development Expenses
    • 9.4.5 Recent strategies and developments:
      • 9.4.5.1 Acquisition and Mergers:
    • 9.4.1 SWOT Analysis
  • 9.5 Hewlett Packard Enterprise Company
    • 9.5.1 Company Overview
    • 9.5.2 Financial Analysis
    • 9.5.3 Segmental and Regional Analysis
    • 9.5.4 Research & Development Expense
    • 9.5.5 Recent strategies and developments:
      • 9.5.5.1 Product Launches and Product Expansions:
      • 9.5.5.2 Acquisition and Mergers:
  • 9.6 Alteryx, Inc.
    • 9.6.1 Company Overview
    • 9.6.2 Financial Analysis
    • 9.6.3 Regional Analysis
    • 9.6.4 Research & Development Expense
    • 9.6.5 Recent strategies and developments:
      • 9.6.5.1 Product Launches and Product Expansions:
  • 9.7 Cloudera, Inc.
    • 9.7.1 Company Overview
    • 9.7.2 Financial Analysis
    • 9.7.3 Segmental Analysis
    • 9.7.4 Research & Development Expense
  • 9.8 DataRobot, Inc.
    • 9.8.1 Company Overview
    • 9.8.2 Recent strategies and developments:
      • 9.8.2.1 Acquisition and Mergers:
  • 9.9 Domino Data Lab, Inc.
    • 9.9.1 Company Overview
    • 9.9.2 Recent strategies and developments:
      • 9.9.2.1 Partnerships, Collaborations, and Agreements:
      • 9.9.2.2 Product Launches and Product Expansions:
  • 9.10. H2O.ai, Inc.
    • 9.10.1 Company Overview
    • 9.10.2 Recent strategies and developments:
      • 9.10.2.1 Partnerships, Collaborations, and Agreements:
      • 9.10.2.2 Product Launches and Product Expansions:

LIST OF TABLES

  • TABLE 1 Global Machine Learning Model Operationalization Management (MLOps) Market, 2018 - 2021, USD Million
  • TABLE 2 Global Machine Learning Model Operationalization Management (MLOps) Market, 2022 - 2028, USD Million
  • TABLE 3 Partnerships, Collaborations and Agreements- Machine Learning Model Operationalization Management (MLOps)
  • TABLE 4 Product Launches And Product Expansions- Machine Learning Model Operationalization Management (MLOps)
  • TABLE 5 Acquisition and Mergers- Machine Learning Model Operationalization Management (MLOps)
  • TABLE 6 Global Machine Learning Model Operationalization Management (MLOps) Market by Component, 2018 - 2021, USD Million
  • TABLE 7 Global Machine Learning Model Operationalization Management (MLOps) Market by Component, 2022 - 2028, USD Million
  • TABLE 8 Global Platform Market by Region, 2018 - 2021, USD Million
  • TABLE 9 Global Platform Market by Region, 2022 - 2028, USD Million
  • TABLE 10 Global Services Market by Region, 2018 - 2021, USD Million
  • TABLE 11 Global Services Market by Region, 2022 - 2028, USD Million
  • TABLE 12 Global Machine Learning Model Operationalization Management (MLOps) Market by Vertical, 2018 - 2021, USD Million
  • TABLE 13 Global Machine Learning Model Operationalization Management (MLOps) Market by Vertical, 2022 - 2028, USD Million
  • TABLE 14 Global BFSI Market by Region, 2018 - 2021, USD Million
  • TABLE 15 Global BFSI Market by Region, 2022 - 2028, USD Million
  • TABLE 16 Global IT & ITeS Market by Region, 2018 - 2021, USD Million
  • TABLE 17 Global IT & ITeS Market by Region, 2022 - 2028, USD Million
  • TABLE 18 Global Manufacturing Market by Region, 2018 - 2021, USD Million
  • TABLE 19 Global Manufacturing Market by Region, 2022 - 2028, USD Million
  • TABLE 20 Global Retail & Ecommerce Market by Region, 2018 - 2021, USD Million
  • TABLE 21 Global Retail & Ecommerce Market by Region, 2022 - 2028, USD Million
  • TABLE 22 Global Government & Defense Market by Region, 2018 - 2021, USD Million
  • TABLE 23 Global Government & Defense Market by Region, 2022 - 2028, USD Million
  • TABLE 24 Global Healthcare & Life Sciences Market by Region, 2018 - 2021, USD Million
  • TABLE 25 Global Healthcare & Life Sciences Market by Region, 2022 - 2028, USD Million
  • TABLE 26 Global Telecom Market by Region, 2018 - 2021, USD Million
  • TABLE 27 Global Telecom Market by Region, 2022 - 2028, USD Million
  • TABLE 28 Global Energy & Utilities Market by Region, 2018 - 2021, USD Million
  • TABLE 29 Global Energy & Utilities Market by Region, 2022 - 2028, USD Million
  • TABLE 30 Global Travel & Tourism Market by Region, 2018 - 2021, USD Million
  • TABLE 31 Global Travel & Tourism Market by Region, 2022 - 2028, USD Million
  • TABLE 32 Global Other Vertical Market by Region, 2018 - 2021, USD Million
  • TABLE 33 Global Other Vertical Market by Region, 2022 - 2028, USD Million
  • TABLE 34 Global Machine Learning Model Operationalization Management (MLOps) Market by Organization size, 2018 - 2021, USD Million
  • TABLE 35 Global Machine Learning Model Operationalization Management (MLOps) Market by Organization size, 2022 - 2028, USD Million
  • TABLE 36 Global Large Enterprises Market by Region, 2018 - 2021, USD Million
  • TABLE 37 Global Large Enterprises Market by Region, 2022 - 2028, USD Million
  • TABLE 38 Global SMEs Market by Region, 2018 - 2021, USD Million
  • TABLE 39 Global SMEs Market by Region, 2022 - 2028, USD Million
  • TABLE 40 Global Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode, 2018 - 2021, USD Million
  • TABLE 41 Global Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode, 2022 - 2028, USD Million
  • TABLE 42 Global Cloud Market by Region, 2018 - 2021, USD Million
  • TABLE 43 Global Cloud Market by Region, 2022 - 2028, USD Million
  • TABLE 44 Global On-premise Market by Region, 2018 - 2021, USD Million
  • TABLE 45 Global On-premise Market by Region, 2022 - 2028, USD Million
  • TABLE 46 Global Machine Learning Model Operationalization Management (MLOps) Market by Region, 2018 - 2021, USD Million
  • TABLE 47 Global Machine Learning Model Operationalization Management (MLOps) Market by Region, 2022 - 2028, USD Million
  • TABLE 48 North America Machine Learning Model Operationalization Management (MLOps) Market, 2018 - 2021, USD Million
  • TABLE 49 North America Machine Learning Model Operationalization Management (MLOps) Market, 2022 - 2028, USD Million
  • TABLE 50 North America Machine Learning Model Operationalization Management (MLOps) Market by Component, 2018 - 2021, USD Million
  • TABLE 51 North America Machine Learning Model Operationalization Management (MLOps) Market by Component, 2022 - 2028, USD Million
  • TABLE 52 North America Platform Market by Country, 2018 - 2021, USD Million
  • TABLE 53 North America Platform Market by Country, 2022 - 2028, USD Million
  • TABLE 54 North America Services Market by Country, 2018 - 2021, USD Million
  • TABLE 55 North America Services Market by Country, 2022 - 2028, USD Million
  • TABLE 56 North America Machine Learning Model Operationalization Management (MLOps) Market by Vertical, 2018 - 2021, USD Million
  • TABLE 57 North America Machine Learning Model Operationalization Management (MLOps) Market by Vertical, 2022 - 2028, USD Million
  • TABLE 58 North America BFSI Market by Country, 2018 - 2021, USD Million
  • TABLE 59 North America BFSI Market by Country, 2022 - 2028, USD Million
  • TABLE 60 North America IT & ITeS Market by Country, 2018 - 2021, USD Million
  • TABLE 61 North America IT & ITeS Market by Country, 2022 - 2028, USD Million
  • TABLE 62 North America Manufacturing Market by Country, 2018 - 2021, USD Million
  • TABLE 63 North America Manufacturing Market by Country, 2022 - 2028, USD Million
  • TABLE 64 North America Retail & Ecommerce Market by Country, 2018 - 2021, USD Million
  • TABLE 65 North America Retail & Ecommerce Market by Country, 2022 - 2028, USD Million
  • TABLE 66 North America Government & Defense Market by Country, 2018 - 2021, USD Million
  • TABLE 67 North America Government & Defense Market by Country, 2022 - 2028, USD Million
  • TABLE 68 North America Healthcare & Life Sciences Market by Country, 2018 - 2021, USD Million
  • TABLE 69 North America Healthcare & Life Sciences Market by Country, 2022 - 2028, USD Million
  • TABLE 70 North America Telecom Market by Country, 2018 - 2021, USD Million
  • TABLE 71 North America Telecom Market by Country, 2022 - 2028, USD Million
  • TABLE 72 North America Energy & Utilities Market by Country, 2018 - 2021, USD Million
  • TABLE 73 North America Energy & Utilities Market by Country, 2022 - 2028, USD Million
  • TABLE 74 North America Travel & Tourism Market by Country, 2018 - 2021, USD Million
  • TABLE 75 North America Travel & Tourism Market by Country, 2022 - 2028, USD Million
  • TABLE 76 North America Other Vertical Market by Country, 2018 - 2021, USD Million
  • TABLE 77 North America Other Vertical Market by Country, 2022 - 2028, USD Million
  • TABLE 78 North America Machine Learning Model Operationalization Management (MLOps) Market by Organization size, 2018 - 2021, USD Million
  • TABLE 79 North America Machine Learning Model Operationalization Management (MLOps) Market by Organization size, 2022 - 2028, USD Million
  • TABLE 80 North America Large Enterprises Market by Country, 2018 - 2021, USD Million
  • TABLE 81 North America Large Enterprises Market by Country, 2022 - 2028, USD Million
  • TABLE 82 North America SMEs Market by Country, 2018 - 2021, USD Million
  • TABLE 83 North America SMEs Market by Country, 2022 - 2028, USD Million
  • TABLE 84 North America Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode, 2018 - 2021, USD Million
  • TABLE 85 North America Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode, 2022 - 2028, USD Million
  • TABLE 86 North America Cloud Market by Country, 2018 - 2021, USD Million
  • TABLE 87 North America Cloud Market by Country, 2022 - 2028, USD Million
  • TABLE 88 North America On-premise Market by Country, 2018 - 2021, USD Million
  • TABLE 89 North America On-premise Market by Country, 2022 - 2028, USD Million
  • TABLE 90 North America Machine Learning Model Operationalization Management (MLOps) Market by Country, 2018 - 2021, USD Million
  • TABLE 91 North America Machine Learning Model Operationalization Management (MLOps) Market by Country, 2022 - 2028, USD Million
  • TABLE 92 US Machine Learning Model Operationalization Management (MLOps) Market, 2018 - 2021, USD Million
  • TABLE 93 US Machine Learning Model Operationalization Management (MLOps) Market, 2022 - 2028, USD Million
  • TABLE 94 US Machine Learning Model Operationalization Management (MLOps) Market by Component, 2018 - 2021, USD Million
  • TABLE 95 US Machine Learning Model Operationalization Management (MLOps) Market by Component, 2022 - 2028, USD Million
  • TABLE 96 US Machine Learning Model Operationalization Management (MLOps) Market by Vertical, 2018 - 2021, USD Million
  • TABLE 97 US Machine Learning Model Operationalization Management (MLOps) Market by Vertical, 2022 - 2028, USD Million
  • TABLE 98 US Machine Learning Model Operationalization Management (MLOps) Market by Organization size, 2018 - 2021, USD Million
  • TABLE 99 US Machine Learning Model Operationalization Management (MLOps) Market by Organization size, 2022 - 2028, USD Million
  • TABLE 100 US Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode, 2018 - 2021, USD Million
  • TABLE 101 US Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode, 2022 - 2028, USD Million
  • TABLE 102 Canada Machine Learning Model Operationalization Management (MLOps) Market, 2018 - 2021, USD Million
  • TABLE 103 Canada Machine Learning Model Operationalization Management (MLOps) Market, 2022 - 2028, USD Million
  • TABLE 104 Canada Machine Learning Model Operationalization Management (MLOps) Market by Component, 2018 - 2021, USD Million
  • TABLE 105 Canada Machine Learning Model Operationalization Management (MLOps) Market by Component, 2022 - 2028, USD Million
  • TABLE 106 Canada Machine Learning Model Operationalization Management (MLOps) Market by Vertical, 2018 - 2021, USD Million
  • TABLE 107 Canada Machine Learning Model Operationalization Management (MLOps) Market by Vertical, 2022 - 2028, USD Million
  • TABLE 108 Canada Machine Learning Model Operationalization Management (MLOps) Market by Organization size, 2018 - 2021, USD Million
  • TABLE 109 Canada Machine Learning Model Operationalization Management (MLOps) Market by Organization size, 2022 - 2028, USD Million
  • TABLE 110 Canada Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode, 2018 - 2021, USD Million
  • TABLE 111 Canada Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode, 2022 - 2028, USD Million
  • TABLE 112 Mexico Machine Learning Model Operationalization Management (MLOps) Market, 2018 - 2021, USD Million
  • TABLE 113 Mexico Machine Learning Model Operationalization Management (MLOps) Market, 2022 - 2028, USD Million
  • TABLE 114 Mexico Machine Learning Model Operationalization Management (MLOps) Market by Component, 2018 - 2021, USD Million
  • TABLE 115 Mexico Machine Learning Model Operationalization Management (MLOps) Market by Component, 2022 - 2028, USD Million
  • TABLE 116 Mexico Machine Learning Model Operationalization Management (MLOps) Market by Vertical, 2018 - 2021, USD Million
  • TABLE 117 Mexico Machine Learning Model Operationalization Management (MLOps) Market by Vertical, 2022 - 2028, USD Million
  • TABLE 118 Mexico Machine Learning Model Operationalization Management (MLOps) Market by Organization size, 2018 - 2021, USD Million
  • TABLE 119 Mexico Machine Learning Model Operationalization Management (MLOps) Market by Organization size, 2022 - 2028, USD Million
  • TABLE 120 Mexico Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode, 2018 - 2021, USD Million
  • TABLE 121 Mexico Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode, 2022 - 2028, USD Million
  • TABLE 122 Rest of North America Machine Learning Model Operationalization Management (MLOps) Market, 2018 - 2021, USD Million
  • TABLE 123 Rest of North America Machine Learning Model Operationalization Management (MLOps) Market, 2022 - 2028, USD Million
  • TABLE 124 Rest of North America Machine Learning Model Operationalization Management (MLOps) Market by Component, 2018 - 2021, USD Million
  • TABLE 125 Rest of North America Machine Learning Model Operationalization Management (MLOps) Market by Component, 2022 - 2028, USD Million
  • TABLE 126 Rest of North America Machine Learning Model Operationalization Management (MLOps) Market by Vertical, 2018 - 2021, USD Million
  • TABLE 127 Rest of North America Machine Learning Model Operationalization Management (MLOps) Market by Vertical, 2022 - 2028, USD Million
  • TABLE 128 Rest of North America Machine Learning Model Operationalization Management (MLOps) Market by Organization size, 2018 - 2021, USD Million
  • TABLE 129 Rest of North America Machine Learning Model Operationalization Management (MLOps) Market by Organization size, 2022 - 2028, USD Million
  • TABLE 130 Rest of North America Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode, 2018 - 2021, USD Million
  • TABLE 131 Rest of North America Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode, 2022 - 2028, USD Million
  • TABLE 132 Europe Machine Learning Model Operationalization Management (MLOps) Market, 2018 - 2021, USD Million
  • TABLE 133 Europe Machine Learning Model Operationalization Management (MLOps) Market, 2022 - 2028, USD Million
  • TABLE 134 Europe Machine Learning Model Operationalization Management (MLOps) Market by Component, 2018 - 2021, USD Million
  • TABLE 135 Europe Machine Learning Model Operationalization Management (MLOps) Market by Component, 2022 - 2028, USD Million
  • TABLE 136 Europe Platform Market by Country, 2018 - 2021, USD Million
  • TABLE 137 Europe Platform Market by Country, 2022 - 2028, USD Million
  • TABLE 138 Europe Services Market by Country, 2018 - 2021, USD Million
  • TABLE 139 Europe Services Market by Country, 2022 - 2028, USD Million
  • TABLE 140 Europe Machine Learning Model Operationalization Management (MLOps) Market by Vertical, 2018 - 2021, USD Million
  • TABLE 141 Europe Machine Learning Model Operationalization Management (MLOps) Market by Vertical, 2022 - 2028, USD Million
  • TABLE 142 Europe BFSI Market by Country, 2018 - 2021, USD Million
  • TABLE 143 Europe BFSI Market by Country, 2022 - 2028, USD Million
  • TABLE 144 Europe IT & ITeS Market by Country, 2018 - 2021, USD Million
  • TABLE 145 Europe IT & ITeS Market by Country, 2022 - 2028, USD Million
  • TABLE 146 Europe Manufacturing Market by Country, 2018 - 2021, USD Million
  • TABLE 147 Europe Manufacturing Market by Country, 2022 - 2028, USD Million
  • TABLE 148 Europe Retail & Ecommerce Market by Country, 2018 - 2021, USD Million
  • TABLE 149 Europe Retail & Ecommerce Market by Country, 2022 - 2028, USD Million
  • TABLE 150 Europe Government & Defense Market by Country, 2018 - 2021, USD Million
  • TABLE 151 Europe Government & Defense Market by Country, 2022 - 2028, USD Million
  • TABLE 152 Europe Healthcare & Life Sciences Market by Country, 2018 - 2021, USD Million
  • TABLE 153 Europe Healthcare & Life Sciences Market by Country, 2022 - 2028, USD Million
  • TABLE 154 Europe Telecom Market by Country, 2018 - 2021, USD Million
  • TABLE 155 Europe Telecom Market by Country, 2022 - 2028, USD Million
  • TABLE 156 Europe Energy & Utilities Market by Country, 2018 - 2021, USD Million
  • TABLE 157 Europe Energy & Utilities Market by Country, 2022 - 2028, USD Million
  • TABLE 158 Europe Travel & Tourism Market by Country, 2018 - 2021, USD Million
  • TABLE 159 Europe Travel & Tourism Market by Country, 2022 - 2028, USD Million
  • TABLE 160 Europe Other Vertical Market by Country, 2018 - 2021, USD Million
  • TABLE 161 Europe Other Vertical Market by Country, 2022 - 2028, USD Million
  • TABLE 162 Europe Machine Learning Model Operationalization Management (MLOps) Market by Organization size, 2018 - 2021, USD Million
  • TABLE 163 Europe Machine Learning Model Operationalization Management (MLOps) Market by Organization size, 2022 - 2028, USD Million
  • TABLE 164 Europe Large Enterprises Market by Country, 2018 - 2021, USD Million
  • TABLE 165 Europe Large Enterprises Market by Country, 2022 - 2028, USD Million
  • TABLE 166 Europe SMEs Market by Country, 2018 - 2021, USD Million
  • TABLE 167 Europe SMEs Market by Country, 2022 - 2028, USD Million
  • TABLE 168 Europe Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode, 2018 - 2021, USD Million
  • TABLE 169 Europe Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode, 2022 - 2028, USD Million
  • TABLE 170 Europe Cloud Market by Country, 2018 - 2021, USD Million
  • TABLE 171 Europe Cloud Market by Country, 2022 - 2028, USD Million
  • TABLE 172 Europe On-premise Market by Country, 2018 - 2021, USD Million
  • TABLE 173 Europe On-premise Market by Country, 2022 - 2028, USD Million
  • TABLE 174 Europe Machine Learning Model Operationalization Management (MLOps) Market by Country, 2018 - 2021, USD Million
  • TABLE 175 Europe Machine Learning Model Operationalization Management (MLOps) Market by Country, 2022 - 2028, USD Million
  • TABLE 176 Germany Machine Learning Model Operationalization Management (MLOps) Market, 2018 - 2021, USD Million
  • TABLE 177 Germany Machine Learning Model Operationalization Management (MLOps) Market, 2022 - 2028, USD Million
  • TABLE 178 Germany Machine Learning Model Operationalization Management (MLOps) Market by Component, 2018 - 2021, USD Million
  • TABLE 179 Germany Machine Learning Model Operationalization Management (MLOps) Market by Component, 2022 - 2028, USD Million
  • TABLE 180 Germany Machine Learning Model Operationalization Management (MLOps) Market by Vertical, 2018 - 2021, USD Million
  • TABLE 181 Germany Machine Learning Model Operationalization Management (MLOps) Market by Vertical, 2022 - 2028, USD Million
  • TABLE 182 Germany Machine Learning Model Operationalization Management (MLOps) Market by Organization size, 2018 - 2021, USD Million
  • TABLE 183 Germany Machine Learning Model Operationalization Management (MLOps) Market by Organization size, 2022 - 2028, USD Million
  • TABLE 184 Germany Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode, 2018 - 2021, USD Million
  • TABLE 185 Germany Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode, 2022 - 2028, USD Million
  • TABLE 186 UK Machine Learning Model Operationalization Management (MLOps) Market, 2018 - 2021, USD Million
  • TABLE 187 UK Machine Learning Model Operationalization Management (MLOps) Market, 2022 - 2028, USD Million
  • TABLE 188 UK Machine Learning Model Operationalization Management (MLOps) Market by Component, 2018 - 2021, USD Million
  • TABLE 189 UK Machine Learning Model Operationalization Management (MLOps) Market by Component, 2022 - 2028, USD Million
  • TABLE 190 UK Machine Learning Model Operationalization Management (MLOps) Market by Vertical, 2018 - 2021, USD Million
  • TABLE 191 UK Machine Learning Model Operationalization Management (MLOps) Market by Vertical, 2022 - 2028, USD Million
  • TABLE 192 UK Machine Learning Model Operationalization Management (MLOps) Market by Organization size, 2018 - 2021, USD Million
  • TABLE 193 UK Machine Learning Model Operationalization Management (MLOps) Market by Organization size, 2022 - 2028, USD Million
  • TABLE 194 UK Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode, 2018 - 2021, USD Million
  • TABLE 195 UK Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode, 2022 - 2028, USD Million
  • TABLE 196 France Machine Learning Model Operationalization Management (MLOps) Market, 2018 - 2021, USD Million
  • TABLE 197 France Machine Learning Model Operationalization Management (MLOps) Market, 2022 - 2028, USD Million
  • TABLE 198 France Machine Learning Model Operationalization Management (MLOps) Market by Component, 2018 - 2021, USD Million
  • TABLE 199 France Machine Learning Model Operationalization Management (MLOps) Market by Component, 2022 - 2028, USD Million
  • TABLE 200 France Machine Learning Model Operationalization Management (MLOps) Market by Vertical, 2018 - 2021, USD Million
  • TABLE 201 France Machine Learning Model Operationalization Management (MLOps) Market by Vertical, 2022 - 2028, USD Million
  • TABLE 202 France Machine Learning Model Operationalization Management (MLOps) Market by Organization size, 2018 - 2021, USD Million
  • TABLE 203 France Machine Learning Model Operationalization Management (MLOps) Market by Organization size, 2022 - 2028, USD Million
  • TABLE 204 France Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode, 2018 - 2021, USD Million
  • TABLE 205 France Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode, 2022 - 2028, USD Million
  • TABLE 206 Russia Machine Learning Model Operationalization Management (MLOps) Market, 2018 - 2021, USD Million
  • TABLE 207 Russia Machine Learning Model Operationalization Management (MLOps) Market, 2022 - 2028, USD Million
  • TABLE 208 Russia Machine Learning Model Operationalization Management (MLOps) Market by Component, 2018 - 2021, USD Million
  • TABLE 209 Russia Machine Learning Model Operationalization Management (MLOps) Market by Component, 2022 - 2028, USD Million
  • TABLE 210 Russia Machine Learning Model Operationalization Management (MLOps) Market by Vertical, 2018 - 2021, USD Million
  • TABLE 211 Russia Machine Learning Model Operationalization Management (MLOps) Market by Vertical, 2022 - 2028, USD Million
  • TABLE 212 Russia Machine Learning Model Operationalization Management (MLOps) Market by Organization size, 2018 - 2021, USD Million
  • TABLE 213 Russia Machine Learning Model Operationalization Management (MLOps) Market by Organization size, 2022 - 2028, USD Million
  • TABLE 214 Russia Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode, 2018 - 2021, USD Million
  • TABLE 215 Russia Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode, 2022 - 2028, USD Million
  • TABLE 216 Spain Machine Learning Model Operationalization Management (MLOps) Market, 2018 - 2021, USD Million
  • TABLE 217 Spain Machine Learning Model Operationalization Management (MLOps) Market, 2022 - 2028, USD Million
  • TABLE 218 Spain Machine Learning Model Operationalization Management (MLOps) Market by Component, 2018 - 2021, USD Million
  • TABLE 219 Spain Machine Learning Model Operationalization Management (MLOps) Market by Component, 2022 - 2028, USD Million
  • TABLE 220 Spain Machine Learning Model Operationalization Management (MLOps) Market by Vertical, 2018 - 2021, USD Million
  • TABLE 221 Spain Machine Learning Model Operationalization Management (MLOps) Market by Vertical, 2022 - 2028, USD Million
  • TABLE 222 Spain Machine Learning Model Operationalization Management (MLOps) Market by Organization size, 2018 - 2021, USD Million
  • TABLE 223 Spain Machine Learning Model Operationalization Management (MLOps) Market by Organization size, 2022 - 2028, USD Million
  • TABLE 224 Spain Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode, 2018 - 2021, USD Million
  • TABLE 225 Spain Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode, 2022 - 2028, USD Million
  • TABLE 226 Italy Machine Learning Model Operationalization Management (MLOps) Market, 2018 - 2021, USD Million
  • TABLE 227 Italy Machine Learning Model Operationalization Management (MLOps) Market, 2022 - 2028, USD Million
  • TABLE 228 Italy Machine Learning Model Operationalization Management (MLOps) Market by Component, 2018 - 2021, USD Million
  • TABLE 229 Italy Machine Learning Model Operationalization Management (MLOps) Market by Component, 2022 - 2028, USD Million
  • TABLE 230 Italy Machine Learning Model Operationalization Management (MLOps) Market by Vertical, 2018 - 2021, USD Million
  • TABLE 231 Italy Machine Learning Model Operationalization Management (MLOps) Market by Vertical, 2022 - 2028, USD Million
  • TABLE 232 Italy Machine Learning Model Operationalization Management (MLOps) Market by Organization size, 2018 - 2021, USD Million
  • TABLE 233 Italy Machine Learning Model Operationalization Management (MLOps) Market by Organization size, 2022 - 2028, USD Million
  • TABLE 234 Italy Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode, 2018 - 2021, USD Million
  • TABLE 235 Italy Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode, 2022 - 2028, USD Million
  • TABLE 236 Rest of Europe Machine Learning Model Operationalization Management (MLOps) Market, 2018 - 2021, USD Million
  • TABLE 237 Rest of Europe Machine Learning Model Operationalization Management (MLOps) Market, 2022 - 2028, USD Million
  • TABLE 238 Rest of Europe Machine Learning Model Operationalization Management (MLOps) Market by Component, 2018 - 2021, USD Million
  • TABLE 239 Rest of Europe Machine Learning Model Operationalization Management (MLOps) Market by Component, 2022 - 2028, USD Million
  • TABLE 240 Rest of Europe Machine Learning Model Operationalization Management (MLOps) Market by Vertical, 2018 - 2021, USD Million
  • TABLE 241 Rest of Europe Machine Learning Model Operationalization Management (MLOps) Market by Vertical, 2022 - 2028, USD Million
  • TABLE 242 Rest of Europe Machine Learning Model Operationalization Management (MLOps) Market by Organization size, 2018 - 2021, USD Million
  • TABLE 243 Rest of Europe Machine Learning Model Operationalization Management (MLOps) Market by Organization size, 2022 - 2028, USD Million
  • TABLE 244 Rest of Europe Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode, 2018 - 2021, USD Million
  • TABLE 245 Rest of Europe Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode, 2022 - 2028, USD Million
  • TABLE 246 Asia Pacific Machine Learning Model Operationalization Management (MLOps) Market, 2018 - 2021, USD Million
  • TABLE 247 Asia Pacific Machine Learning Model Operationalization Management (MLOps) Market, 2022 - 2028, USD Million
  • TABLE 248 Asia Pacific Machine Learning Model Operationalization Management (MLOps) Market by Component, 2018 - 2021, USD Million
  • TABLE 249 Asia Pacific Machine Learning Model Operationalization Management (MLOps) Market by Component, 2022 - 2028, USD Million
  • TABLE 250 Asia Pacific Platform Market by Country, 2018 - 2021, USD Million
  • TABLE 251 Asia Pacific Platform Market by Country, 2022 - 2028, USD Million
  • TABLE 252 Asia Pacific Services Market by Country, 2018 - 2021, USD Million
  • TABLE 253 Asia Pacific Services Market by Country, 2022 - 2028, USD Million
  • TABLE 254 Asia Pacific Machine Learning Model Operationalization Management (MLOps) Market by Vertical, 2018 - 2021, USD Million
  • TABLE 255 Asia Pacific Machine Learning Model Operationalization Management (MLOps) Market by Vertical, 2022 - 2028, USD Million
  • TABLE 256 Asia Pacific BFSI Market by Country, 2018 - 2021, USD Million
  • TABLE 257 Asia Pacific BFSI Market by Country, 2022 - 2028, USD Million
  • TABLE 258 Asia Pacific IT & ITeS Market by Country, 2018 - 2021, USD Million
  • TABLE 259 Asia Pacific IT & ITeS Market by Country, 2022 - 2028, USD Million
  • TABLE 260 Asia Pacific Manufacturing Market by Country, 2018 - 2021, USD Million
  • TABLE 261 Asia Pacific Manufacturing Market by Country, 2022 - 2028, USD Million
  • TABLE 262 Asia Pacific Retail & Ecommerce Market by Country, 2018 - 2021, USD Million
  • TABLE 263 Asia Pacific Retail & Ecommerce Market by Country, 2022 - 2028, USD Million
  • TABLE 264 Asia Pacific Government & Defense Market by Country, 2018 - 2021, USD Million
  • TABLE 265 Asia Pacific Government & Defense Market by Country, 2022 - 2028, USD Million
  • TABLE 266 Asia Pacific Healthcare & Life Sciences Market by Country, 2018 - 2021, USD Million
  • TABLE 267 Asia Pacific Healthcare & Life Sciences Market by Country, 2022 - 2028, USD Million
  • TABLE 268 Asia Pacific Telecom Market by Country, 2018 - 2021, USD Million
  • TABLE 269 Asia Pacific Telecom Market by Country, 2022 - 2028, USD Million
  • TABLE 270 Asia Pacific Energy & Utilities Market by Country, 2018 - 2021, USD Million
  • TABLE 271 Asia Pacific Energy & Utilities Market by Country, 2022 - 2028, USD Million
  • TABLE 272 Asia Pacific Travel & Tourism Market by Country, 2018 - 2021, USD Million
  • TABLE 273 Asia Pacific Travel & Tourism Market by Country, 2022 - 2028, USD Million
  • TABLE 274 Asia Pacific Other Vertical Market by Country, 2018 - 2021, USD Million
  • TABLE 275 Asia Pacific Other Vertical Market by Country, 2022 - 2028, USD Million
  • TABLE 276 Asia Pacific Machine Learning Model Operationalization Management (MLOps) Market by Organization size, 2018 - 2021, USD Million
  • TABLE 277 Asia Pacific Machine Learning Model Operationalization Management (MLOps) Market by Organization size, 2022 - 2028, USD Million
  • TABLE 278 Asia Pacific Large Enterprises Market by Country, 2018 - 2021, USD Million
  • TABLE 279 Asia Pacific Large Enterprises Market by Country, 2022 - 2028, USD Million
  • TABLE 280 Asia Pacific SMEs Market by Country, 2018 - 2021, USD Million
  • TABLE 281 Asia Pacific SMEs Market by Country, 2022 - 2028, USD Million
  • TABLE 282 Asia Pacific Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode, 2018 - 2021, USD Million
  • TABLE 283 Asia Pacific Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode, 2022 - 2028, USD Million
  • TABLE 284 Asia Pacific Cloud Market by Country, 2018 - 2021, USD Million
  • TABLE 285 Asia Pacific Cloud Market by Country, 2022 - 2028, USD Million
  • TABLE 286 Asia Pacific On-premise Market by Country, 2018 - 2021, USD Million
  • TABLE 287 Asia Pacific On-premise Market by Country, 2022 - 2028, USD Million
  • TABLE 288 Asia Pacific Machine Learning Model Operationalization Management (MLOps) Market by Country, 2018 - 2021, USD Million
  • TABLE 289 Asia Pacific Machine Learning Model Operationalization Management (MLOps) Market by Country, 2022 - 2028, USD Million
  • TABLE 290 China Machine Learning Model Operationalization Management (MLOps) Market, 2018 - 2021, USD Million
  • TABLE 291 China Machine Learning Model Operationalization Management (MLOps) Market, 2022 - 2028, USD Million
  • TABLE 292 China Machine Learning Model Operationalization Management (MLOps) Market by Component, 2018 - 2021, USD Million
  • TABLE 293 China Machine Learning Model Operationalization Management (MLOps) Market by Component, 2022 - 2028, USD Million
  • TABLE 294 China Machine Learning Model Operationalization Management (MLOps) Market by Vertical, 2018 - 2021, USD Million
  • TABLE 295 China Machine Learning Model Operationalization Management (MLOps) Market by Vertical, 2022 - 2028, USD Million
  • TABLE 296 China Machine Learning Model Operationalization Management (MLOps) Market by Organization size, 2018 - 2021, USD Million
  • TABLE 297 China Machine Learning Model Operationalization Management (MLOps) Market by Organization size, 2022 - 2028, USD Million
  • TABLE 298 China Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode, 2018 - 2021, USD Million
  • TABLE 299 China Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode, 2022 - 2028, USD Million
  • TABLE 300 Japan Machine Learning Model Operationalization Management (MLOps) Market, 2018 - 2021, USD Million
  • TABLE 301 Japan Machine Learning Model Operationalization Management (MLOps) Market, 2022 - 2028, USD Million
  • TABLE 302 Japan Machine Learning Model Operationalization Management (MLOps) Market by Component, 2018 - 2021, USD Million
  • TABLE 303 Japan Machine Learning Model Operationalization Management (MLOps) Market by Component, 2022 - 2028, USD Million
  • TABLE 304 Japan Machine Learning Model Operationalization Management (MLOps) Market by Vertical, 2018 - 2021, USD Million
  • TABLE 305 Japan Machine Learning Model Operationalization Management (MLOps) Market by Vertical, 2022 - 2028, USD Million
  • TABLE 306 Japan Machine Learning Model Operationalization Management (MLOps) Market by Organization size, 2018 - 2021, USD Million
  • TABLE 307 Japan Machine Learning Model Operationalization Management (MLOps) Market by Organization size, 2022 - 2028, USD Million
  • TABLE 308 Japan Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode, 2018 - 2021, USD Million
  • TABLE 309 Japan Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode, 2022 - 2028, USD Million
  • TABLE 310 India Machine Learning Model Operationalization Management (MLOps) Market, 2018 - 2021, USD Million
  • TABLE 311 India Machine Learning Model Operationalization Management (MLOps) Market, 2022 - 2028, USD Million
  • TABLE 312 India Machine Learning Model Operationalization Management (MLOps) Market by Component, 2018 - 2021, USD Million
  • TABLE 313 India Machine Learning Model Operationalization Management (MLOps) Market by Component, 2022 - 2028, USD Million
  • TABLE 314 India Machine Learning Model Operationalization Management (MLOps) Market by Vertical, 2018 - 2021, USD Million
  • TABLE 315 India Machine Learning Model Operationalization Management (MLOps) Market by Vertical, 2022 - 2028, USD Million
  • TABLE 316 India Machine Learning Model Operationalization Management (MLOps) Market by Organization size, 2018 - 2021, USD Million
  • TABLE 317 India Machine Learning Model Operationalization Management (MLOps) Market by Organization size, 2022 - 2028, USD Million
  • TABLE 318 India Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode, 2018 - 2021, USD Million
  • TABLE 319 India Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode, 2022 - 2028, USD Million
  • TABLE 320 South Korea Machine Learning Model Operationalization Management (MLOps) Market, 2018 - 2021, USD Million
  • TABLE 321 South Korea Machine Learning Model Operationalization Management (MLOps) Market, 2022 - 2028, USD Million
  • TABLE 322 South Korea Machine Learning Model Operationalization Management (MLOps) Market by Component, 2018 - 2021, USD Million
  • TABLE 323 South Korea Machine Learning Model Operationalization Management (MLOps) Market by Component, 2022 - 2028, USD Million
  • TABLE 324 South Korea Machine Learning Model Operationalization Management (MLOps) Market by Vertical, 2018 - 2021, USD Million
  • TABLE 325 South Korea Machine Learning Model Operationalization Management (MLOps) Market by Vertical, 2022 - 2028, USD Million
  • TABLE 326 South Korea Machine Learning Model Operationalization Management (MLOps) Market by Organization size, 2018 - 2021, USD Million
  • TABLE 327 South Korea Machine Learning Model Operationalization Management (MLOps) Market by Organization size, 2022 - 2028, USD Million
  • TABLE 328 South Korea Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode, 2018 - 2021, USD Million
  • TABLE 329 South Korea Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode, 2022 - 2028, USD Million
  • TABLE 330 Singapore Machine Learning Model Operationalization Management (MLOps) Market, 2018 - 2021, USD Million
  • TABLE 331 Singapore Machine Learning Model Operationalization Management (MLOps) Market, 2022 - 2028, USD Million
  • TABLE 332 Singapore Machine Learning Model Operationalization Management (MLOps) Market by Component, 2018 - 2021, USD Million
  • TABLE 333 Singapore Machine Learning Model Operationalization Management (MLOps) Market by Component, 2022 - 2028, USD Million
  • TABLE 334 Singapore Machine Learning Model Operationalization Management (MLOps) Market by Vertical, 2018 - 2021, USD Million
  • TABLE 335 Singapore Machine Learning Model Operationalization Management (MLOps) Market by Vertical, 2022 - 2028, USD Million
  • TABLE 336 Singapore Machine Learning Model Operationalization Management (MLOps) Market by Organization size, 2018 - 2021, USD Million
  • TABLE 337 Singapore Machine Learning Model Operationalization Management (MLOps) Market by Organization size, 2022 - 2028, USD Million
  • TABLE 338 Singapore Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode, 2018 - 2021, USD Million
  • TABLE 339 Singapore Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode, 2022 - 2028, USD Million
  • TABLE 340 Malaysia Machine Learning Model Operationalization Management (MLOps) Market, 2018 - 2021, USD Million
  • TABLE 341 Malaysia Machine Learning Model Operationalization Management (MLOps) Market, 2022 - 2028, USD Million
  • TABLE 342 Malaysia Machine Learning Model Operationalization Management (MLOps) Market by Component, 2018 - 2021, USD Million
  • TABLE 343 Malaysia Machine Learning Model Operationalization Management (MLOps) Market by Component, 2022 - 2028, USD Million
  • TABLE 344 Malaysia Machine Learning Model Operationalization Management (MLOps) Market by Vertical, 2018 - 2021, USD Million
  • TABLE 345 Malaysia Machine Learning Model Operationalization Management (MLOps) Market by Vertical, 2022 - 2028, USD Million
  • TABLE 346 Malaysia Machine Learning Model Operationalization Management (MLOps) Market by Organization size, 2018 - 2021, USD Million
  • TABLE 347 Malaysia Machine Learning Model Operationalization Management (MLOps) Market by Organization size, 2022 - 2028, USD Million
  • TABLE 348 Malaysia Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode, 2018 - 2021, USD Million
  • TABLE 349 Malaysia Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode, 2022 - 2028, USD Million
  • TABLE 350 Rest of Asia Pacific Machine Learning Model Operationalization Management (MLOps) Market, 2018 - 2021, USD Million
  • TABLE 351 Rest of Asia Pacific Machine Learning Model Operationalization Management (MLOps) Market, 2022 - 2028, USD Million
  • TABLE 352 Rest of Asia Pacific Machine Learning Model Operationalization Management (MLOps) Market by Component, 2018 - 2021, USD Million
  • TABLE 353 Rest of Asia Pacific Machine Learning Model Operationalization Management (MLOps) Market by Component, 2022 - 2028, USD Million
  • TABLE 354 Rest of Asia Pacific Machine Learning Model Operationalization Management (MLOps) Market by Vertical, 2018 - 2021, USD Million
  • TABLE 355 Rest of Asia Pacific Machine Learning Model Operationalization Management (MLOps) Market by Vertical, 2022 - 2028, USD Million
  • TABLE 356 Rest of Asia Pacific Machine Learning Model Operationalization Management (MLOps) Market by Organization size, 2018 - 2021, USD Million
  • TABLE 357 Rest of Asia Pacific Machine Learning Model Operationalization Management (MLOps) Market by Organization size, 2022 - 2028, USD Million
  • TABLE 358 Rest of Asia Pacific Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode, 2018 - 2021, USD Million
  • TABLE 359 Rest of Asia Pacific Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode, 2022 - 2028, USD Million
  • TABLE 360 LAMEA Machine Learning Model Operationalization Management (MLOps) Market, 2018 - 2021, USD Million
  • TABLE 361 LAMEA Machine Learning Model Operationalization Management (MLOps) Market, 2022 - 2028, USD Million
  • TABLE 362 LAMEA Machine Learning Model Operationalization Management (MLOps) Market by Component, 2018 - 2021, USD Million
  • TABLE 363 LAMEA Machine Learning Model Operationalization Management (MLOps) Market by Component, 2022 - 2028, USD Million
  • TABLE 364 LAMEA Platform Market by Country, 2018 - 2021, USD Million
  • TABLE 365 LAMEA Platform Market by Country, 2022 - 2028, USD Million
  • TABLE 366 LAMEA Services Market by Country, 2018 - 2021, USD Million
  • TABLE 367 LAMEA Services Market by Country, 2022 - 2028, USD Million
  • TABLE 368 LAMEA Machine Learning Model Operationalization Management (MLOps) Market by Vertical, 2018 - 2021, USD Million
  • TABLE 369 LAMEA Machine Learning Model Operationalization Management (MLOps) Market by Vertical, 2022 - 2028, USD Million
  • TABLE 370 LAMEA BFSI Market by Country, 2018 - 2021, USD Million
  • TABLE 371 LAMEA BFSI Market by Country, 2022 - 2028, USD Million
  • TABLE 372 LAMEA IT & ITeS Market by Country, 2018 - 2021, USD Million
  • TABLE 373 LAMEA IT & ITeS Market by Country, 2022 - 2028, USD Million
  • TABLE 374 LAMEA Manufacturing Market by Country, 2018 - 2021, USD Million
  • TABLE 375 LAMEA Manufacturing Market by Country, 2022 - 2028, USD Million
  • TABLE 376 LAMEA Retail & Ecommerce Market by Country, 2018 - 2021, USD Million
  • TABLE 377 LAMEA Retail & Ecommerce Market by Country, 2022 - 2028, USD Million
  • TABLE 378 LAMEA Government & Defense Market by Country, 2018 - 2021, USD Million
  • TABLE 379 LAMEA Government & Defense Market by Country, 2022 - 2028, USD Million
  • TABLE 380 LAMEA Healthcare & Life Sciences Market by Country, 2018 - 2021, USD Million
  • TABLE 381 LAMEA Healthcare & Life Sciences Market by Country, 2022 - 2028, USD Million
  • TABLE 382 LAMEA Telecom Market by Country, 2018 - 2021, USD Million
  • TABLE 383 LAMEA Telecom Market by Country, 2022 - 2028, USD Million
  • TABLE 384 LAMEA Energy & Utilities Market by Country, 2018 - 2021, USD Million
  • TABLE 385 LAMEA Energy & Utilities Market by Country, 2022 - 2028, USD Million
  • TABLE 386 LAMEA Travel & Tourism Market by Country, 2018 - 2021, USD Million
  • TABLE 387 LAMEA Travel & Tourism Market by Country, 2022 - 2028, USD Million
  • TABLE 388 LAMEA Other Vertical Market by Country, 2018 - 2021, USD Million
  • TABLE 389 LAMEA Other Vertical Market by Country, 2022 - 2028, USD Million
  • TABLE 390 LAMEA Machine Learning Model Operationalization Management (MLOps) Market by Organization size, 2018 - 2021, USD Million
  • TABLE 391 LAMEA Machine Learning Model Operationalization Management (MLOps) Market by Organization size, 2022 - 2028, USD Million
  • TABLE 392 LAMEA Large Enterprises Market by Country, 2018 - 2021, USD Million
  • TABLE 393 LAMEA Large Enterprises Market by Country, 2022 - 2028, USD Million
  • TABLE 394 LAMEA SMEs Market by Country, 2018 - 2021, USD Million
  • TABLE 395 LAMEA SMEs Market by Country, 2022 - 2028, USD Million
  • TABLE 396 LAMEA Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode, 2018 - 2021, USD Million
  • TABLE 397 LAMEA Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode, 2022 - 2028, USD Million
  • TABLE 398 LAMEA Cloud Market by Country, 2018 - 2021, USD Million
  • TABLE 399 LAMEA Cloud Market by Country, 2022 - 2028, USD Million
  • TABLE 400 LAMEA On-premise Market by Country, 2018 - 2021, USD Million
  • TABLE 401 LAMEA On-premise Market by Country, 2022 - 2028, USD Million
  • TABLE 402 LAMEA Machine Learning Model Operationalization Management (MLOps) Market by Country, 2018 - 2021, USD Million
  • TABLE 403 LAMEA Machine Learning Model Operationalization Management (MLOps) Market by Country, 2022 - 2028, USD Million
  • TABLE 404 Brazil Machine Learning Model Operationalization Management (MLOps) Market, 2018 - 2021, USD Million
  • TABLE 405 Brazil Machine Learning Model Operationalization Management (MLOps) Market, 2022 - 2028, USD Million
  • TABLE 406 Brazil Machine Learning Model Operationalization Management (MLOps) Market by Component, 2018 - 2021, USD Million
  • TABLE 407 Brazil Machine Learning Model Operationalization Management (MLOps) Market by Component, 2022 - 2028, USD Million
  • TABLE 408 Brazil Machine Learning Model Operationalization Management (MLOps) Market by Vertical, 2018 - 2021, USD Million
  • TABLE 409 Brazil Machine Learning Model Operationalization Management (MLOps) Market by Vertical, 2022 - 2028, USD Million
  • TABLE 410 Brazil Machine Learning Model Operationalization Management (MLOps) Market by Organization size, 2018 - 2021, USD Million
  • TABLE 411 Brazil Machine Learning Model Operationalization Management (MLOps) Market by Organization size, 2022 - 2028, USD Million
  • TABLE 412 Brazil Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode, 2018 - 2021, USD Million
  • TABLE 413 Brazil Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode, 2022 - 2028, USD Million
  • TABLE 414 Argentina Machine Learning Model Operationalization Management (MLOps) Market, 2018 - 2021, USD Million
  • TABLE 415 Argentina Machine Learning Model Operationalization Management (MLOps) Market, 2022 - 2028, USD Million
  • TABLE 416 Argentina Machine Learning Model Operationalization Management (MLOps) Market by Component, 2018 - 2021, USD Million
  • TABLE 417 Argentina Machine Learning Model Operationalization Management (MLOps) Market by Component, 2022 - 2028, USD Million
  • TABLE 418 Argentina Machine Learning Model Operationalization Management (MLOps) Market by Vertical, 2018 - 2021, USD Million
  • TABLE 419 Argentina Machine Learning Model Operationalization Management (MLOps) Market by Vertical, 2022 - 2028, USD Million
  • TABLE 420 Argentina Machine Learning Model Operationalization Management (MLOps) Market by Organization size, 2018 - 2021, USD Million
  • TABLE 421 Argentina Machine Learning Model Operationalization Management (MLOps) Market by Organization size, 2022 - 2028, USD Million
  • TABLE 422 Argentina Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode, 2018 - 2021, USD Million
  • TABLE 423 Argentina Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode, 2022 - 2028, USD Million
  • TABLE 424 UAE Machine Learning Model Operationalization Management (MLOps) Market, 2018 - 2021, USD Million
  • TABLE 425 UAE Machine Learning Model Operationalization Management (MLOps) Market, 2022 - 2028, USD Million
  • TABLE 426 UAE Machine Learning Model Operationalization Management (MLOps) Market by Component, 2018 - 2021, USD Million
  • TABLE 427 UAE Machine Learning Model Operationalization Management (MLOps) Market by Component, 2022 - 2028, USD Million
  • TABLE 428 UAE Machine Learning Model Operationalization Management (MLOps) Market by Vertical, 2018 - 2021, USD Million
  • TABLE 429 UAE Machine Learning Model Operationalization Management (MLOps) Market by Vertical, 2022 - 2028, USD Million
  • TABLE 430 UAE Machine Learning Model Operationalization Management (MLOps) Market by Organization size, 2018 - 2021, USD Million
  • TABLE 431 UAE Machine Learning Model Operationalization Management (MLOps) Market by Organization size, 2022 - 2028, USD Million
  • TABLE 432 UAE Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode, 2018 - 2021, USD Million
  • TABLE 433 UAE Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode, 2022 - 2028, USD Million
  • TABLE 434 Saudi Arabia Machine Learning Model Operationalization Management (MLOps) Market, 2018 - 2021, USD Million
  • TABLE 435 Saudi Arabia Machine Learning Model Operationalization Management (MLOps) Market, 2022 - 2028, USD Million
  • TABLE 436 Saudi Arabia Machine Learning Model Operationalization Management (MLOps) Market by Component, 2018 - 2021, USD Million
  • TABLE 437 Saudi Arabia Machine Learning Model Operationalization Management (MLOps) Market by Component, 2022 - 2028, USD Million
  • TABLE 438 Saudi Arabia Machine Learning Model Operationalization Management (MLOps) Market by Vertical, 2018 - 2021, USD Million
  • TABLE 439 Saudi Arabia Machine Learning Model Operationalization Management (MLOps) Market by Vertical, 2022 - 2028, USD Million
  • TABLE 440 Saudi Arabia Machine Learning Model Operationalization Management (MLOps) Market by Organization size, 2018 - 2021, USD Million
  • TABLE 441 Saudi Arabia Machine Learning Model Operationalization Management (MLOps) Market by Organization size, 2022 - 2028, USD Million
  • TABLE 442 Saudi Arabia Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode, 2018 - 2021, USD Million
  • TABLE 443 Saudi Arabia Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode, 2022 - 2028, USD Million
  • TABLE 444 South Africa Machine Learning Model Operationalization Management (MLOps) Market, 2018 - 2021, USD Million
  • TABLE 445 South Africa Machine Learning Model Operationalization Management (MLOps) Market, 2022 - 2028, USD Million
  • TABLE 446 South Africa Machine Learning Model Operationalization Management (MLOps) Market by Component, 2018 - 2021, USD Million
  • TABLE 447 South Africa Machine Learning Model Operationalization Management (MLOps) Market by Component, 2022 - 2028, USD Million
  • TABLE 448 South Africa Machine Learning Model Operationalization Management (MLOps) Market by Vertical, 2018 - 2021, USD Million
  • TABLE 449 South Africa Machine Learning Model Operationalization Management (MLOps) Market by Vertical, 2022 - 2028, USD Million
  • TABLE 450 South Africa Machine Learning Model Operationalization Management (MLOps) Market by Organization size, 2018 - 2021, USD Million
  • TABLE 451 South Africa Machine Learning Model Operationalization Management (MLOps) Market by Organization size, 2022 - 2028, USD Million
  • TABLE 452 South Africa Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode, 2018 - 2021, USD Million
  • TABLE 453 South Africa Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode, 2022 - 2028, USD Million
  • TABLE 454 Nigeria Machine Learning Model Operationalization Management (MLOps) Market, 2018 - 2021, USD Million
  • TABLE 455 Nigeria Machine Learning Model Operationalization Management (MLOps) Market, 2022 - 2028, USD Million
  • TABLE 456 Nigeria Machine Learning Model Operationalization Management (MLOps) Market by Component, 2018 - 2021, USD Million
  • TABLE 457 Nigeria Machine Learning Model Operationalization Management (MLOps) Market by Component, 2022 - 2028, USD Million
  • TABLE 458 Nigeria Machine Learning Model Operationalization Management (MLOps) Market by Vertical, 2018 - 2021, USD Million
  • TABLE 459 Nigeria Machine Learning Model Operationalization Management (MLOps) Market by Vertical, 2022 - 2028, USD Million
  • TABLE 460 Nigeria Machine Learning Model Operationalization Management (MLOps) Market by Organization size, 2018 - 2021, USD Million
  • TABLE 461 Nigeria Machine Learning Model Operationalization Management (MLOps) Market by Organization size, 2022 - 2028, USD Million
  • TABLE 462 Nigeria Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode, 2018 - 2021, USD Million
  • TABLE 463 Nigeria Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode, 2022 - 2028, USD Million
  • TABLE 464 Rest of LAMEA Machine Learning Model Operationalization Management (MLOps) Market, 2018 - 2021, USD Million
  • TABLE 465 Rest of LAMEA Machine Learning Model Operationalization Management (MLOps) Market, 2022 - 2028, USD Million
  • TABLE 466 Rest of LAMEA Machine Learning Model Operationalization Management (MLOps) Market by Component, 2018 - 2021, USD Million
  • TABLE 467 Rest of LAMEA Machine Learning Model Operationalization Management (MLOps) Market by Component, 2022 - 2028, USD Million
  • TABLE 468 Rest of LAMEA Machine Learning Model Operationalization Management (MLOps) Market by Vertical, 2018 - 2021, USD Million
  • TABLE 469 Rest of LAMEA Machine Learning Model Operationalization Management (MLOps) Market by Vertical, 2022 - 2028, USD Million
  • TABLE 470 Rest of LAMEA Machine Learning Model Operationalization Management (MLOps) Market by Organization size, 2018 - 2021, USD Million
  • TABLE 471 Rest of LAMEA Machine Learning Model Operationalization Management (MLOps) Market by Organization size, 2022 - 2028, USD Million
  • TABLE 472 Rest of LAMEA Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode, 2018 - 2021, USD Million
  • TABLE 473 Rest of LAMEA Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode, 2022 - 2028, USD Million
  • TABLE 474 key information - Microsoft Corporation
  • TABLE 475 Key Information - Amazon Web Services, Inc.
  • TABLE 476 Key Information - Google LLC
  • TABLE 477 Key information - IBM Corporation
  • TABLE 478 key information - Hewlett Packard Enterprise Company
  • TABLE 479 key information - Alteryx, Inc.
  • TABLE 480 Key Information - Cloudera, Inc.
  • TABLE 481 Key Information - DataRobot, Inc.
  • TABLE 482 Key Information - Domino Data Lab, Inc.
  • TABLE 483 Key Information - H2O.ai, Inc.

List of Figures

  • FIG 1 Methodology for the research
  • FIG 2 KBV Cardinal Matrix
  • FIG 3 Key Leading Strategies: Percentage Distribution (2018-2022)
  • FIG 4 Key Strategic Move: (Product Launches and Product Expansions : 2018, Nov - 2022, Dec) Leading Players
  • FIG 5 Global Machine Learning Model Operationalization Management (MLOps) Market share by Component, 2021
  • FIG 6 Global Machine Learning Model Operationalization Management (MLOps) Market share by Component, 2028
  • FIG 7 Global Machine Learning Model Operationalization Management (MLOps) Market by Component, 2018 - 2028, USD Million
  • FIG 8 Global Machine Learning Model Operationalization Management (MLOps) Market share by Vertical, 2021
  • FIG 9 Global Machine Learning Model Operationalization Management (MLOps) Market share by Vertical, 2028
  • FIG 10 Global Machine Learning Model Operationalization Management (MLOps) Market by Vertical, 2018 - 2028, USD Million
  • FIG 11 Global Machine Learning Model Operationalization Management (MLOps) Market share by Organization size, 2021
  • FIG 12 Global Machine Learning Model Operationalization Management (MLOps) Market share by Organization size, 2028
  • FIG 13 Global Machine Learning Model Operationalization Management (MLOps) Market by Organization size, 2018 - 2028, USD Million
  • FIG 14 Global Machine Learning Model Operationalization Management (MLOps) Market share by Deployment Mode, 2021
  • FIG 15 Global Machine Learning Model Operationalization Management (MLOps) Market share by Deployment Mode, 2028
  • FIG 16 Global Machine Learning Model Operationalization Management (MLOps) Market by Deployment Mode, 2018 - 2028, USD Million
  • FIG 17 Global Machine Learning Model Operationalization Management (MLOps) Market share by Region, 2021
  • FIG 18 Global Machine Learning Model Operationalization Management (MLOps) Market share by Region, 2028
  • FIG 19 Global Machine Learning Model Operationalization Management (MLOps) Market by Region, 2018 - 2028, USD Million
  • FIG 20 Recent strategies and developments: Microsoft Corporation
  • FIG 21 SWOT Analysis: Microsoft Corporation
  • FIG 22 Recent strategies and developments: Amazon Web Services, Inc.
  • FIG 23 SWOT analysis: Amazon.com, Inc.
  • FIG 24 SWOT Analysis: Alphabet Inc. (Google LLC)
  • FIG 25 Swot analysis: IBM Corporation
  • FIG 26 Recent strategies and developments: Hewlett Packard Enterprise Company
  • FIG 27 Recent strategies and developments: Domino Data Lab
  • FIG 28 Recent strategies and developments: H2O.ai, Inc.