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市场调查报告书
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1844007

2025年全球人工智慧和机器学习营运软体市场报告

AI And Machine Learning Operationalization Software Global Market Report 2025
出版日期: | 出版商: The Business Research Company | 英文 250 Pages | 商品交期: 2-10个工作天内

价格
简介目录

近年来，人工智慧和机器学习营运软体市场发展迅速，预计将从2024年的53.6亿美元成长到2025年的76.3亿美元，复合年增长率高达42.2%。预测期内的成长可归因于可支配收入的增加、人工智慧和机器学习技术的日益普及、资料爆炸式增长、对营运效率和成本降低的需求以及监管合规要求。

预计未来几年人工智慧和机器学习维运软体市场将呈指数级增长，到2029年市场规模将达到284.8亿美元，复合年增长率（CAGR）高达39.0%。预测期内的成长可归因于都市化进程加快、AutoML（自动化机器学习）应用日益普及、对精简流程的需求不断增长、各类车辆的供应量增加、跨行业适应性增强以及混合云和多重云端战略的广泛应用。预测期内的关键趋势包括技术进步、特定产业解决方案、物联网和边缘运算的融合、混合云端部署、自动化以及DevOps整合。

人工智慧和机器学习运维软体是指用于自动化部署、管理和扩展生产环境中人工智慧 (AI) 和机器学习 (ML) 模型的工具、平台和框架集合。这类软体能够简化人工智慧和机器学习演算法与业务流程和应用程式的整合。

人工智慧和机器学习运维软体的主要产品类型是云端基础和Web解决方案。云端基础平台是指在可透过网际网路存取的远端伺服器上运行和储存资料的技术。这些平台提供多种功能，包括模型训练和实验、模型部署和管理、模型监控和管治以及机器学习工作流程自动化。这些平台广泛应用于製造业、金融业、医疗保健业、零售业、IT业和通讯等众多行业，并能满足大中小型企业的需求。

美国2025年关税上调及其引发的贸易紧张局势正对资讯科技产业产生重大影响，尤其是在硬体製造、资料基础设施和软体部署方面。进口半导体、电路基板和网路设备的关税提高，并推高了高科技公司、云端服务供应商和资料中心的生产和营运成本。在全球范围内采购笔记型电脑、伺服器和消费电子产品零件的公司面临更长的前置作业时间週期和价格压力。同时，对专用软体征收的关税以及主要国际市场的报復性措施扰乱了全球IT供应链，并降低了海外对美国製造技术的需求。为了应对这些挑战，该行业正在加大对国内晶片生产的投资，扩大供应商网络，并利用人工智慧驱动的自动化技术来增强韧性并更有效地控製成本。

本研究报告是商业研究公司（The Business Research Company）全新系列报告的一部分，提供人工智慧和机器学习运维软体市场统计数据，例如全球市场规模、区域份额、竞争对手及其市场份额、详细的市场细分、市场趋势和商业机会，为您在人工智慧和机器学习运维软体行业取得成功提供所需数据。本市场研究报告对该行业的现状和未来发展趋势进行了详细分析，为您提供全面观点所需的一切资讯。

未来五年39.0%的成长预测较我们先前对该市场的预测略微下调了0.7%。这一下调主要归因于美国与其他国家之间的关税影响。由于Kubernetes集群和AI推理晶片均从中国大陆和台湾地区进口，这将直接影响美国，并增加MLOps部署的成本。此外，由于相互关税以及贸易紧张局势和限制加剧对全球经济和贸易的负面影响，这一影响也将波及更广泛的地区。

预计网路普及率的持续成长将在短期内推动人工智慧和机器学习运维软体市场的发展。网路普及率是指特定地理区域（通常指国家或地区）内能够接触网路的人口比例。互联网普及率的提升得益于基础设施的改善、消费者对网路连接的需求以及对设备相容性的日益增长的需求。网路透过维运软体简化了资料存取、协作、部署、监控以及与其他服务的集成，从而促进了人工智慧和机器学习模型的无缝部署、管理和扩展。例如，根据电讯（ITU）2022年11月的报告，预计到2022年，全球网路普及率将达到53亿，占世界人口的66%，比2021年增加6.1%。因此，网路普及率的快速成长正在推动人工智慧和机器学习维运软体市场的扩张。

为了保持竞争优势，人工智慧和机器学习维运软体市场的主要公司正致力于开发尖端基础设施，例如无伺服器人工智慧和机器学习引擎。无伺服器人工智慧和机器学习引擎是一种运算基础设施，它允许使用者无需配置或管理伺服器即可部署和运行人工智慧和机器学习模型。例如，Teradata 公司于 2023 年 11 月在亚马逊云端服务 (AWS) 上发布了 Teradata AI Unlimited 平台。 Teradata AI Unlimited on AWS 结合了先进的 ClearScape 分析功能和经济高效的实验探索环境，专为资料科学家、资料工程师和开发人员设计，使他们能够利用大规模资料探索新的人工智慧应用。该平台提供无伺服器人工智慧和机器学习引擎、运算和引擎内分析以及与 AWS 人工智慧生态系统的无缝整合等功能，支援自带模型 (BYOM) 方法，并有助于从模型原型製作到生产的平稳过渡。该平台作为一个综合人工智慧平台，加速了人工智慧和机器学习在更广泛的人工智慧开发工作流程中的实用化。

2023 年 7 月，贝恩公司将收购总部位于澳洲的 Max Kelsen 公司，该公司专门从事人工智慧和机器学习营运软体，双方将合作帮助企业开发和实施具有影响力的 AI 和 ML 用例。

人工智慧/机器学习营运软体市场包括提供模型版本控制、监控、管治和可扩展性等服务的营业单位所获得的收入。市场价值还包括服务提供者销售的或包含在服务产品中的相关产品的价值。仅包含企业间交易或销售给最终消费者的商品和服务。

目录

第一章执行摘要

第二章 市场特征

第三章 市场趋势与策略

第四章 市场：宏观经济情景，包括利率、通货膨胀、地缘政治、贸易战和关税，以及新冠疫情及其復苏对市场的影响

第五章 全球成长分析与策略分析框架

  • 全球人工智慧与机器学习营运软体：PESTEL 分析（政治、社会、技术、环境、法律因素、驱动因素与限制因素）
  • 终端用户产业分析
  • 全球人工智慧和机器学习营运软体市场：成长率分析
  • 全球人工智慧和机器学习营运软体市场表现：规模和成长，2019-2024 年
  • 全球人工智慧和机器学习维运软体市场预测：规模和成长，2024-2029年，2034年
  • 全球人工智慧/机器学习营运软体：潜在市场规模 (TAM)

第六章 市场细分

  • 全球人工智慧和机器学习营运软体市场按产品类型、效能和预测划分，2019-2024年、2024-2029年、2034年
  • 云端基础的
  • 基于网路的
  • 全球人工智慧和机器学习营运软体市场按功能、效能和预测划分，2019-2024年、2024-2029年、2034年
  • 模型训练与实验
  • 模型部署与管理
  • 模型监测与管治
  • 机器学习工作流程自动化
  • 全球人工智慧和机器学习营运软体市场：按应用、效能和预测划分，2019-2024年、2024-2029年、2034年
  • 大公司
  • 小型企业
  • 全球人工智慧和机器学习营运软体市场：按产业、绩效和预测划分，2019-2024年、2024-2029年、2034年
  • 製造业
  • 金融
  • 卫生保健
  • 零售
  • 资讯科技/通讯
  • 其他的
  • 全球人工智慧与机器学习维运软体市场：云端基础细分市场，按类型、效能和预测划分，2019-2024年、2024-2029年、2034年
  • 公共云端
  • 私有云端
  • 混合云端
  • 全球人工智慧与机器学习营运软体市场：基于Web的细分市场，按类型划分，实际结果和预测，2019-2024年、2024-2029年、2034年
  • 基于浏览器的应用程式
  • 平台无关的基于 Web 的解决方案

第七章 区域和国家分析

  • 全球人工智慧与机器学习营运软体市场：按地区、绩效和预测划分，2019-2024年、2024-2029年、2034年
  • 全球人工智慧和机器学习营运软体市场：按国家/地区、绩效和预测划分，2019-2024 年、2024-2029 年、2034 年

第八章 亚太市场

第九章：中国市场

第十章 印度市场

第十一章 日本市场

第十二章：澳洲市场

第十三章 印尼市场

第十四章 韩国市场

第十五章：西欧市场

第十六章英国市场

第十七章：德国市场

第十八章：法国市场

第十九章：义大利市场

第二十章：西班牙市场

第21章 东欧市场

第22章 俄罗斯市场

第23章 北美市场

第24章美国市场

第25章：加拿大市场

第26章 南美洲市场

第27章：巴西市场

第28章 中东市场

第29章：非洲市场

第三十章：竞争格局与公司概况

  • 人工智慧与机器学习营运软体市场：竞争格局
  • 人工智慧和机器学习营运软体市场：公司概况
    • Amazon Web Services Inc. Overview, Products and Services, Strategy and Financial Analysis
    • Google LLC Overview, Products and Services, Strategy and Financial Analysis
    • Microsoft Corporation Overview, Products and Services, Strategy and Financial Analysis
    • Intel Corporation Overview, Products and Services, Strategy and Financial Analysis
    • International Business Machines Corporation Overview, Products and Services, Strategy and Financial Analysis

第31章：其他领先和创新企业

  • Oracle Corporation
  • SAP SE
  • Hewlett Packard Enterprise Company
  • SAS Institute Inc.
  • Databricks Inc.
  • DataRobot Inc.
  • Weights & Biases Inc.
  • CognitiveScale Inc.
  • Peltarion AB
  • Iterative.ai
  • Valohai Oy
  • Logical Clocks AB
  • Algorithmia Inc.
  • 5Analytics GmbH
  • Datatron Technologies Inc.

第32章 全球市场竞争基准化分析与仪錶板

第33章 重大併购

第34章 近期市场趋势

第35章：高潜力市场国家、细分市场与策略

  • 2029年人工智慧与机器学习营运软体市场：提供新机会的国家
  • 2029年人工智慧与机器学习营运软体市场：新兴细分市场机会
  • 2029年人工智慧与机器学习营运软体市场：成长策略
    • 基于市场趋势的策略
    • 竞争对手策略

第36章附录

简介目录
Product Code: r27267u

AI and machine learning operationalization software refer to a suite of tools, platforms, and frameworks utilized to automate the deployment, administration, and scaling of artificial intelligence (AI) and machine learning (ML) models within production environments. This software streamlines the integration of AI and machine-learning algorithms into business processes and applications.

The primary product types of AI and machine learning operationalization software comprise cloud-based and web-based solutions. Cloud-based platforms are technologies that operate and store data on remote servers accessible via the Internet. These platforms offer diverse functionalities including model training and experimentation, model deployment and management, model monitoring and governance, and ML workflow automation. They find application across various industries including manufacturing, finance, healthcare, retail, IT and telecommunications, catering to both large enterprises and small and medium enterprises (SMEs).

Note that the outlook for this market is being affected by rapid changes in trade relations and tariffs globally. The report will be updated prior to delivery to reflect the latest status, including revised forecasts and quantified impact analysis. The report's Recommendations and Conclusions sections will be updated to give strategies for entities dealing with the fast-moving international environment.

The sharp rise in U.S. tariffs and the ensuing trade tensions in spring 2025 are having a significant impact on the information technology sector, especially in hardware manufacturing, data infrastructure, and software deployment. Increased duties on imported semiconductors, circuit boards, and networking equipment have driven up production and operating costs for tech companies, cloud service providers, and data centers. Firms that depend on globally sourced components for laptops, servers, and consumer electronics are grappling with extended lead times and mounting pricing pressures. At the same time, tariffs on specialized software and retaliatory actions by key international markets have disrupted global IT supply chains and dampened foreign demand for U.S.-made technologies. In response, the sector is ramping up investments in domestic chip production, broadening its supplier network, and leveraging AI-powered automation to improve resilience and manage costs more effectively.

The AI and machine learning operationalization software market research report is one of a series of new reports from The Business Research Company that provides AI and machine learning operationalization software market statistics, including AI and machine learning operationalization software industry global market size, regional shares, competitors with AI and machine learning operationalization software market share, detailed AI and machine learning operationalization software market segments, market trends, and opportunities, and any further data you may need to thrive in the AI and machine learning operationalization software industry. This AI and machine learning operationalization software market research report delivers a complete perspective of everything you need, with an in-depth analysis of the current and future scenarios of the industry.

The ai and machine learning operationalization software market size has grown exponentially in recent years. It will grow from $5.36 billion in 2024 to $7.63 billion in 2025 at a compound annual growth rate (CAGR) of 42.2%. The growth in the historic period can be attributed to an increase in disposable income, increased adoption of AI and ML, data explosion, demand for operational efficiency, cost reduction, and regulatory compliance.

The ai and machine learning operationalization software market size is expected to see exponential growth in the next few years. It will grow to $28.48 billion in 2029 at a compound annual growth rate (CAGR) of 39.0%. The growth in the forecast period can be attributed to the growing trend of urbanization, the adoption of AutoML is on the rise, increasing demand for streamlined processes, growing availability of various vehicle categories, growing with the adaption of several industries, increasingly adopting hybrid and multi-cloud strategies. Major trends in the forecast period include technological advancement, industry-specific solutions, integration of IoT and edge computing, hybrid cloud deployments, automation, and DevOps integration.

The forecast of 39.0% growth over the next five years reflects a modest reduction of 0.7% from the previous estimate for this market. This reduction is primarily due to the impact of tariffs between the US and other countries. This is likely to directly affect the US by increasing MLOps deployment costs, as Kubernetes clusters and AI inference chips are imported from China and Taiwan. The effect will also be felt more widely due to reciprocal tariffs and the negative effect on the global economy and trade due to increased trade tensions and restrictions.

The anticipated increase in internet penetration is poised to drive the growth of the market for AI and machine learning operationalization software in the foreseeable future. Internet penetration refers to the proportion of a population with access to the Internet within a specific geographic area, typically a country or region. The escalation in Internet penetration rates is attributable to improved infrastructure, consumer demand for connectivity, and the growing need for device compatibility. The Internet facilitates seamless deployment, management, and scaling of AI and ML models through operationalization software, streamlining data access, collaboration, deployment, monitoring, and integration with other services. For instance, as reported by the International Telecommunication Union (ITU) in November 2022, global Internet penetration reached an estimated 5.3 billion individuals, accounting for 66% of the world's population in 2022, marking a 6.1% increase over 2021. Consequently, the surge in internet penetration is propelling the expansion of the AI and machine learning operationalization software market.

Key players in the AI and machine learning operationalization software market are focusing on developing cutting-edge infrastructure, such as serverless AI and machine learning engines, to stay competitive. A serverless AI and machine learning engine is a computing infrastructure that enables users to deploy and run AI and machine learning models without the need to provision or manage servers. For instance, in November 2023, Teradata Corp. introduced the Teradata AI Unlimited platform on the Amazon Web Services (AWS) cloud. Combining its advanced ClearScape Analytics capabilities with a cost-effective environment optimized for experimentation and discovery, Teradata AI Unlimited on AWS caters specifically to data scientists, data engineers, and developers, empowering them to explore new AI applications using large-scale data. Offering features like serverless AI and machine learning engines, compute and in-engine analytics, and seamless integration within the AWS AI ecosystem, the platform supports a bring-your-own-model approach and facilitates smooth transition from model prototyping to production environments. It serves as a comprehensive AI platform facilitating AI and ML operationalization within a broader AI development workflow.

In July 2023, Bain & Company acquired Max Kelsen, aiming to collaborate on helping enterprises develop and operationalize impactful AI and ML-enabled use cases. Max Kelsen, based in Australia, specializes in AI and machine learning operationalization software.

Major companies operating in the AI and machine learning operationalization software market report are Amazon Web Services Inc.; Google LLC; Microsoft Corporation; Intel Corporation; International Business Machines Corporation; Oracle Corporation; SAP SE; Hewlett Packard Enterprise Company; SAS Institute Inc.; Databricks Inc.; DataRobot Inc.; Weights & Biases Inc.; CognitiveScale Inc.; Peltarion AB; Iterative.ai; ValohAI Oy; Logical Clocks AB; Algorithmia Inc.; 5Analytics GmbH; Datatron Technologies Inc.; Determined AI Inc.; DreamQuark SAS; Neptune Labs Inc.; Imandra Inc.; Spell Inc.

North America was the largest region in the AI and machine learning operationalization software market in 2024. Asia-Pacific is expected to be the fastest-growing region in the forecast period. The regions covered in the AI and machine learning operationalization software market report are Asia-Pacific, Western Europe, Eastern Europe, North America, South America, Middle East, Africa.

The countries covered in the AI and machine learning operationalization software market report are Australia, Brazil, China, France, Germany, India, Indonesia, Japan, Russia, South Korea, UK, USA, Canada, Italy, Spain.

The AI and machine learning operationalization software market includes revenues earned by entities by providing services, such as model versioning, monitoring, governance, and scalability. The market value includes the value of related goods sold by the service provider or included within the service offering. Only goods and services traded between entities or sold to end consumers are included.

The market value is defined as the revenues that enterprises gain from the sale of goods and/or services within the specified market and geography through sales, grants, or donations in terms of the currency (in USD, unless otherwise specified).

The revenues for a specified geography are consumption values that are revenues generated by organizations in the specified geography within the market, irrespective of where they are produced. It does not include revenues from resales along the supply chain, either further along the supply chain or as part of other products.

AI And Machine Learning Operationalization Software Global Market Report 2025 from The Business Research Company provides strategists, marketers and senior management with the critical information they need to assess the market.

This report focuses on ai and machine learning operationalization software market which is experiencing strong growth. The report gives a guide to the trends which will be shaping the market over the next ten years and beyond.

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Where is the largest and fastest growing market for ai and machine learning operationalization software ? How does the market relate to the overall economy, demography and other similar markets? What forces will shape the market going forward, including technological disruption, regulatory shifts, and changing consumer preferences? The ai and machine learning operationalization software market global report from the Business Research Company answers all these questions and many more.

The report covers market characteristics, size and growth, segmentation, regional and country breakdowns, competitive landscape, market shares, trends and strategies for this market. It traces the market's historic and forecast market growth by geography.

  • The market characteristics section of the report defines and explains the market.
  • The market size section gives the market size ($b) covering both the historic growth of the market, and forecasting its development.
  • The forecasts are made after considering the major factors currently impacting the market. These include:

The forecasts are made after considering the major factors currently impacting the market. These include the technological advancements such as AI and automation, Russia-Ukraine war, trade tariffs (government-imposed import/export duties), elevated inflation and interest rates.

  • Market segmentations break down the market into sub markets.
  • The regional and country breakdowns section gives an analysis of the market in each geography and the size of the market by geography and compares their historic and forecast growth.
  • The competitive landscape chapter gives a description of the competitive nature of the market, market shares, and a description of the leading companies. Key financial deals which have shaped the market in recent years are identified.
  • The trends and strategies section analyses the shape of the market as it emerges from the crisis and suggests how companies can grow as the market recovers.

Scope

  • Markets Covered:1) By Product Type: Cloud-based; Web-based
  • 2) By Functionality: Model Training and Experimentation; Model Deployment and Management; Model Monitoring and Governance; ML Workflow Automation
  • 3) By Application: Large Enterprises; Small and Medium Enterprises (SMEs)
  • 4) By Industry: Manufacturing; Finance; Healthcare; Retail; IT and Telecommunications; Other Industries
  • Subsegments:
  • 1) By Cloud-Based: Public Cloud; Private Cloud; Hybrid Cloud
  • 2) By Web-Based: Browser-Based Applications; Platform-Independent Web-Based Solutions
  • Companies Mentioned: Amazon Web Services Inc.; Google LLC; Microsoft Corporation; Intel Corporation; International Business Machines Corporation; Oracle Corporation; SAP SE; Hewlett Packard Enterprise Company; SAS Institute Inc.; Databricks Inc.; DataRobot Inc.; Weights & Biases Inc.; CognitiveScale Inc.; Peltarion AB; Iterative.ai; Valohai Oy; Logical Clocks AB; Algorithmia Inc.; 5Analytics GmbH; Datatron Technologies Inc.; Determined AI Inc.; DreamQuark SAS; Neptune Labs Inc.; Imandra Inc.; Spell Inc.
  • Countries: Australia; Brazil; China; France; Germany; India; Indonesia; Japan; Russia; South Korea; UK; USA; Canada; Italy; Spain
  • Regions: Asia-Pacific; Western Europe; Eastern Europe; North America; South America; Middle East; Africa
  • Time Series: Five years historic and ten years forecast.
  • Data: Ratios of market size and growth to related markets, GDP proportions, expenditure per capita,
  • Data Segmentations: country and regional historic and forecast data, market share of competitors, market segments.
  • Sourcing and Referencing: Data and analysis throughout the report is sourced using end notes.
  • Delivery Format: PDF, Word and Excel Data Dashboard.

Table of Contents

1. Executive Summary

2. AI And Machine Learning Operationalization Software Market Characteristics

3. AI And Machine Learning Operationalization Software Market Trends And Strategies

4. AI And Machine Learning Operationalization Software Market - Macro Economic Scenario Including The Impact Of Interest Rates, Inflation, Geopolitics, Trade Wars and Tariffs, And Covid And Recovery On The Market

  • 4.1. Supply Chain Impact from Tariff War & Trade Protectionism

5. Global AI And Machine Learning Operationalization Software Growth Analysis And Strategic Analysis Framework

  • 5.1. Global AI And Machine Learning Operationalization Software PESTEL Analysis (Political, Social, Technological, Environmental and Legal Factors, Drivers and Restraints)
  • 5.2. Analysis Of End Use Industries
  • 5.3. Global AI And Machine Learning Operationalization Software Market Growth Rate Analysis
  • 5.4. Global AI And Machine Learning Operationalization Software Historic Market Size and Growth, 2019 - 2024, Value ($ Billion)
  • 5.5. Global AI And Machine Learning Operationalization Software Forecast Market Size and Growth, 2024 - 2029, 2034F, Value ($ Billion)
  • 5.6. Global AI And Machine Learning Operationalization Software Total Addressable Market (TAM)

6. AI And Machine Learning Operationalization Software Market Segmentation

  • 6.1. Global AI And Machine Learning Operationalization Software Market, Segmentation By Product Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • Cloud-based
  • Web-based
  • 6.2. Global AI And Machine Learning Operationalization Software Market, Segmentation By Functionality, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • Model Training And Experimentation
  • Model Deployment And Management
  • Model Monitoring And Governance
  • ML Workflow Automation
  • 6.3. Global AI And Machine Learning Operationalization Software Market, Segmentation By Application, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • Large Enterprises
  • Small And Medium Enterprises (SMEs)
  • 6.4. Global AI And Machine Learning Operationalization Software Market, Segmentation By Industry, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • Manufacturing
  • Finance
  • Healthcare
  • Retail
  • IT And Telecommunications
  • Other Industries
  • 6.5. Global AI And Machine Learning Operationalization Software Market, Sub-Segmentation Of Cloud-Based, By Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • Public Cloud
  • Private Cloud
  • Hybrid Cloud
  • 6.6. Global AI And Machine Learning Operationalization Software Market, Sub-Segmentation Of Web-Based, By Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • Browser-Based Applications
  • Platform-Independent Web-Based Solutions

7. AI And Machine Learning Operationalization Software Market Regional And Country Analysis

  • 7.1. Global AI And Machine Learning Operationalization Software Market, Split By Region, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • 7.2. Global AI And Machine Learning Operationalization Software Market, Split By Country, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

8. Asia-Pacific AI And Machine Learning Operationalization Software Market

  • 8.1. Asia-Pacific AI And Machine Learning Operationalization Software Market Overview
  • Region Information, Market Information, Background Information, Government Initiatives, Regulations, Regulatory Bodies, Major Associations, Taxes Levied, Corporate Tax Structure, Investments, Major Companies
  • 8.2. Asia-Pacific AI And Machine Learning Operationalization Software Market, Segmentation By Product Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • 8.3. Asia-Pacific AI And Machine Learning Operationalization Software Market, Segmentation By Functionality, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • 8.4. Asia-Pacific AI And Machine Learning Operationalization Software Market, Segmentation By Application, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

9. China AI And Machine Learning Operationalization Software Market

  • 9.1. China AI And Machine Learning Operationalization Software Market Overview
  • 9.2. China AI And Machine Learning Operationalization Software Market, Segmentation By Product Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F,$ Billion
  • 9.3. China AI And Machine Learning Operationalization Software Market, Segmentation By Functionality, Historic and Forecast, 2019-2024, 2024-2029F, 2034F,$ Billion
  • 9.4. China AI And Machine Learning Operationalization Software Market, Segmentation By Application, Historic and Forecast, 2019-2024, 2024-2029F, 2034F,$ Billion

10. India AI And Machine Learning Operationalization Software Market

  • 10.1. India AI And Machine Learning Operationalization Software Market, Segmentation By Product Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • 10.2. India AI And Machine Learning Operationalization Software Market, Segmentation By Functionality, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • 10.3. India AI And Machine Learning Operationalization Software Market, Segmentation By Application, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

11. Japan AI And Machine Learning Operationalization Software Market

  • 11.1. Japan AI And Machine Learning Operationalization Software Market Overview
  • 11.2. Japan AI And Machine Learning Operationalization Software Market, Segmentation By Product Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • 11.3. Japan AI And Machine Learning Operationalization Software Market, Segmentation By Functionality, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • 11.4. Japan AI And Machine Learning Operationalization Software Market, Segmentation By Application, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

12. Australia AI And Machine Learning Operationalization Software Market

  • 12.1. Australia AI And Machine Learning Operationalization Software Market, Segmentation By Product Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • 12.2. Australia AI And Machine Learning Operationalization Software Market, Segmentation By Functionality, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • 12.3. Australia AI And Machine Learning Operationalization Software Market, Segmentation By Application, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

13. Indonesia AI And Machine Learning Operationalization Software Market

  • 13.1. Indonesia AI And Machine Learning Operationalization Software Market, Segmentation By Product Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • 13.2. Indonesia AI And Machine Learning Operationalization Software Market, Segmentation By Functionality, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • 13.3. Indonesia AI And Machine Learning Operationalization Software Market, Segmentation By Application, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

14. South Korea AI And Machine Learning Operationalization Software Market

  • 14.1. South Korea AI And Machine Learning Operationalization Software Market Overview
  • 14.2. South Korea AI And Machine Learning Operationalization Software Market, Segmentation By Product Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • 14.3. South Korea AI And Machine Learning Operationalization Software Market, Segmentation By Functionality, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • 14.4. South Korea AI And Machine Learning Operationalization Software Market, Segmentation By Application, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

15. Western Europe AI And Machine Learning Operationalization Software Market

  • 15.1. Western Europe AI And Machine Learning Operationalization Software Market Overview
  • 15.2. Western Europe AI And Machine Learning Operationalization Software Market, Segmentation By Product Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • 15.3. Western Europe AI And Machine Learning Operationalization Software Market, Segmentation By Functionality, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • 15.4. Western Europe AI And Machine Learning Operationalization Software Market, Segmentation By Application, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

16. UK AI And Machine Learning Operationalization Software Market

  • 16.1. UK AI And Machine Learning Operationalization Software Market, Segmentation By Product Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • 16.2. UK AI And Machine Learning Operationalization Software Market, Segmentation By Functionality, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • 16.3. UK AI And Machine Learning Operationalization Software Market, Segmentation By Application, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

17. Germany AI And Machine Learning Operationalization Software Market

  • 17.1. Germany AI And Machine Learning Operationalization Software Market, Segmentation By Product Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • 17.2. Germany AI And Machine Learning Operationalization Software Market, Segmentation By Functionality, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • 17.3. Germany AI And Machine Learning Operationalization Software Market, Segmentation By Application, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

18. France AI And Machine Learning Operationalization Software Market

  • 18.1. France AI And Machine Learning Operationalization Software Market, Segmentation By Product Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • 18.2. France AI And Machine Learning Operationalization Software Market, Segmentation By Functionality, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • 18.3. France AI And Machine Learning Operationalization Software Market, Segmentation By Application, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

19. Italy AI And Machine Learning Operationalization Software Market

  • 19.1. Italy AI And Machine Learning Operationalization Software Market, Segmentation By Product Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • 19.2. Italy AI And Machine Learning Operationalization Software Market, Segmentation By Functionality, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • 19.3. Italy AI And Machine Learning Operationalization Software Market, Segmentation By Application, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

20. Spain AI And Machine Learning Operationalization Software Market

  • 20.1. Spain AI And Machine Learning Operationalization Software Market, Segmentation By Product Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • 20.2. Spain AI And Machine Learning Operationalization Software Market, Segmentation By Functionality, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • 20.3. Spain AI And Machine Learning Operationalization Software Market, Segmentation By Application, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

21. Eastern Europe AI And Machine Learning Operationalization Software Market

  • 21.1. Eastern Europe AI And Machine Learning Operationalization Software Market Overview
  • 21.2. Eastern Europe AI And Machine Learning Operationalization Software Market, Segmentation By Product Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • 21.3. Eastern Europe AI And Machine Learning Operationalization Software Market, Segmentation By Functionality, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • 21.4. Eastern Europe AI And Machine Learning Operationalization Software Market, Segmentation By Application, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

22. Russia AI And Machine Learning Operationalization Software Market

  • 22.1. Russia AI And Machine Learning Operationalization Software Market, Segmentation By Product Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • 22.2. Russia AI And Machine Learning Operationalization Software Market, Segmentation By Functionality, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • 22.3. Russia AI And Machine Learning Operationalization Software Market, Segmentation By Application, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

23. North America AI And Machine Learning Operationalization Software Market

  • 23.1. North America AI And Machine Learning Operationalization Software Market Overview
  • 23.2. North America AI And Machine Learning Operationalization Software Market, Segmentation By Product Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • 23.3. North America AI And Machine Learning Operationalization Software Market, Segmentation By Functionality, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • 23.4. North America AI And Machine Learning Operationalization Software Market, Segmentation By Application, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

24. USA AI And Machine Learning Operationalization Software Market

  • 24.1. USA AI And Machine Learning Operationalization Software Market Overview
  • 24.2. USA AI And Machine Learning Operationalization Software Market, Segmentation By Product Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • 24.3. USA AI And Machine Learning Operationalization Software Market, Segmentation By Functionality, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • 24.4. USA AI And Machine Learning Operationalization Software Market, Segmentation By Application, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

25. Canada AI And Machine Learning Operationalization Software Market

  • 25.1. Canada AI And Machine Learning Operationalization Software Market Overview
  • 25.2. Canada AI And Machine Learning Operationalization Software Market, Segmentation By Product Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • 25.3. Canada AI And Machine Learning Operationalization Software Market, Segmentation By Functionality, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • 25.4. Canada AI And Machine Learning Operationalization Software Market, Segmentation By Application, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

26. South America AI And Machine Learning Operationalization Software Market

  • 26.1. South America AI And Machine Learning Operationalization Software Market Overview
  • 26.2. South America AI And Machine Learning Operationalization Software Market, Segmentation By Product Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • 26.3. South America AI And Machine Learning Operationalization Software Market, Segmentation By Functionality, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • 26.4. South America AI And Machine Learning Operationalization Software Market, Segmentation By Application, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

27. Brazil AI And Machine Learning Operationalization Software Market

  • 27.1. Brazil AI And Machine Learning Operationalization Software Market, Segmentation By Product Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • 27.2. Brazil AI And Machine Learning Operationalization Software Market, Segmentation By Functionality, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • 27.3. Brazil AI And Machine Learning Operationalization Software Market, Segmentation By Application, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

28. Middle East AI And Machine Learning Operationalization Software Market

  • 28.1. Middle East AI And Machine Learning Operationalization Software Market Overview
  • 28.2. Middle East AI And Machine Learning Operationalization Software Market, Segmentation By Product Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • 28.3. Middle East AI And Machine Learning Operationalization Software Market, Segmentation By Functionality, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • 28.4. Middle East AI And Machine Learning Operationalization Software Market, Segmentation By Application, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

29. Africa AI And Machine Learning Operationalization Software Market

  • 29.1. Africa AI And Machine Learning Operationalization Software Market Overview
  • 29.2. Africa AI And Machine Learning Operationalization Software Market, Segmentation By Product Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • 29.3. Africa AI And Machine Learning Operationalization Software Market, Segmentation By Functionality, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • 29.4. Africa AI And Machine Learning Operationalization Software Market, Segmentation By Application, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

30. AI And Machine Learning Operationalization Software Market Competitive Landscape And Company Profiles

  • 30.1. AI And Machine Learning Operationalization Software Market Competitive Landscape
  • 30.2. AI And Machine Learning Operationalization Software Market Company Profiles
    • 30.2.1. Amazon Web Services Inc. Overview, Products and Services, Strategy and Financial Analysis
    • 30.2.2. Google LLC Overview, Products and Services, Strategy and Financial Analysis
    • 30.2.3. Microsoft Corporation Overview, Products and Services, Strategy and Financial Analysis
    • 30.2.4. Intel Corporation Overview, Products and Services, Strategy and Financial Analysis
    • 30.2.5. International Business Machines Corporation Overview, Products and Services, Strategy and Financial Analysis

31. AI And Machine Learning Operationalization Software Market Other Major And Innovative Companies

  • 31.1. Oracle Corporation
  • 31.2. SAP SE
  • 31.3. Hewlett Packard Enterprise Company
  • 31.4. SAS Institute Inc.
  • 31.5. Databricks Inc.
  • 31.6. DataRobot Inc.
  • 31.7. Weights & Biases Inc.
  • 31.8. CognitiveScale Inc.
  • 31.9. Peltarion AB
  • 31.10. Iterative.ai
  • 31.11. Valohai Oy
  • 31.12. Logical Clocks AB
  • 31.13. Algorithmia Inc.
  • 31.14. 5Analytics GmbH
  • 31.15. Datatron Technologies Inc.

32. Global AI And Machine Learning Operationalization Software Market Competitive Benchmarking And Dashboard

33. Key Mergers And Acquisitions In The AI And Machine Learning Operationalization Software Market

34. Recent Developments In The AI And Machine Learning Operationalization Software Market

35. AI And Machine Learning Operationalization Software Market High Potential Countries, Segments and Strategies

  • 35.1 AI And Machine Learning Operationalization Software Market In 2029 - Countries Offering Most New Opportunities
  • 35.2 AI And Machine Learning Operationalization Software Market In 2029 - Segments Offering Most New Opportunities
  • 35.3 AI And Machine Learning Operationalization Software Market In 2029 - Growth Strategies
    • 35.3.1 Market Trend Based Strategies
    • 35.3.2 Competitor Strategies

36. Appendix

  • 36.1. Abbreviations
  • 36.2. Currencies
  • 36.3. Historic And Forecast Inflation Rates
  • 36.4. Research Inquiries
  • 36.5. The Business Research Company
  • 36.6. Copyright And Disclaimer