2025年全球人工智慧和机器学习营运软体市场报告

预计未来几年人工智慧和机器学习营运软体的市场规模将呈指数级增长。到 2029 年，这一数字将成长至 318.8 亿美元，年复合成长率（CAGR）为 42.8%。预测期内的成长归因于都市化趋势的上升、AutoML 采用趋势的增加、对简化流程的需求的增加、各种车辆类别的可用性的增加、由于多个行业的适应而实现的增长以及混合和多重云端策略的采用率的增加。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整合、混合云端部署、自动化和 DevOps 整合。

预计网路普及率的提高将在不久的将来推动人工智慧/机器学习营运软体市场的成长。网路普及率是指特定地理区域（通常是一个国家或地区）内可以存取网路的人口百分比。网路普及率的上升是由基础设施的改善、消费者对连接的需求以及对设备相容性日益增长的需求所推动的。网路可以透过操作软体轻鬆无缝地部署、管理和扩展 AI 和 ML 模型，从而简化资料存取、协作、部署、监控和与其他服务的整合。例如，根据电讯（ITU）2022年11月的报告，全球网路普及率预计在2022年达到53亿人，占世界人口的66%，较2021年增加6.1%。因此，网路普及率的激增正在推动人工智慧/机器学习营运软体市场的扩张。

为了保持竞争力，人工智慧和机器学习营运软体市场的关键参与者正专注于开发无伺服器人工智慧和机器学习引擎等尖端基础设施。无伺服器人工智慧/机器学习引擎是一种运算基础设施，使用户无需配置或管理伺服器即可部署和运行人工智慧/机器学习模型。例如，Teradata 公司于 2023 年 11 月在 Amazon Web Services (AWS) 云端上宣布推出其 Teradata AI Unlimited 平台。 AWS 上的 Teradata AI Unlimited 平台将先进的 ClearScape Analytics 功能与针对实验和发现而优化的经济高效的环境相结合，使资料科学家、资料工程师和开发人员能够利用大规模资料探索新的 AI 应用程式。该平台提供无伺服器 AI 和机器学习引擎、运算和引擎内分析以及 AWS AI 生态系统内的无缝整合等功能，支援自备模型方法并促进从模型原型製作到生产的平稳过渡。该平台作为一个综合性的人工智慧平台，旨在加速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。

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、通膨、地缘政治、新冠疫情以及復苏对市场的影响

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、限制因素）
• 最终用途产业分析
• 全球人工智慧和机器学习营运软体市场：成长率分析
• 全球人工智慧与机器学习营运软体市场表现：规模与成长，2019-2024
• 全球人工智慧与机器学习营运软体市场预测：规模与成长，2024-2029 年，2034 年
• 全球人工智慧和机器学习营运软体总目标市场（TAM）

第六章市场区隔

• 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）2019-2024 年、2024-2029 年、2034 年
• 云端基础
• 基于网路
• 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），2019-2024 年、2024-2029 年、2034 年
• 模型训练和实验
• 模型部署和管理
• 模型监督与管治
• 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，2019-2024 年、2024-2029 年、2034 年
• 大型企业
• 中小型企业
• 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，2019-2024 年、2024-2029 年、2034 年
• 製造业
• 金融
• 卫生保健
• 零售
• 资讯科技和通讯
• 其他行业
• 全球人工智慧与机器学习营运软体市场，依云端基础细分，绩效及预测，2019-2024 年、2024-2029 年、2034 年
• 公共云端
• 私有云端
• 混合云端
• 全球人工智慧和机器学习营运软体市场，按基于 Web 的类型细分，绩效及预测，2019-2024 年、2024-2029 年、2034 年
• 基于浏览器的应用程式
• 独立于平台的基于 Web 的解决方案

第七章 区域和国家分析

• 全球人工智慧和机器学习营运软体市场：按地区、绩效和预测，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，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20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30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：公司简介
  • 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 其他大型创新企业

• 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表板

第33章 重大併购

第34章近期市场趋势

第 35 章 高市场潜力国家、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：细分领域带来新机会
• 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
  • 竞争对手的策略

第36章 附录

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).

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 $7.68 billion in 2025 at a compound annual growth rate (CAGR) of 43.1%. 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 $31.88 billion in 2029 at a compound annual growth rate (CAGR) of 42.8%. 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 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? 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 Russia-Ukraine war, rising inflation, higher interest rates, and the legacy of the COVID-19 pandemic.

• 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. It covers the growth trajectory of COVID-19 for all regions, key developed countries and major emerging markets.
• 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
• 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, Covid And Recovery On The Market

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