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市场调查报告书
商品编码
1499767

2024 年人工智慧与机器学习营运软体全球市场报告

AI And Machine Learning Operationalization Software Global Market Report 2024
出版日期: | 出版商: The Business Research Company | 英文 175 Pages | 商品交期: 2-10个工作天内

价格
简介目录

人工智慧和机器学习营运软体市场规模预计在未来几年将呈指数级增长。 2028年，将以42.9%的复合年增长率成长至223.3亿美元。预测期内的预期成长是由不断扩大的都市化趋势、不断增加的 AutoML 采用、对简化流程的需求不断增加、各种车辆类别的可用性不断扩大以及多个行业的整合所推动的。此外，混合和多重云端策略的采用正变得普及。预测期内预计的主要趋势包括技术进步、特定产业解决方案的开发、物联网和边缘运算的整合、混合云端部署、自动化、DevOps 实践的整合等。

网路普及预计将提高，预计将在短期内推动人工智慧和机器学习营运软体市场的成长。网路普及是指特定地理区域（通常是一个国家或地区）内能够存取网路的人口百分比。网路普及的上升是由于基础设施的改善、消费者对连接的需求以及对设备相容性日益增长的需求。网路透过简化资料存取、协作、部署、监控以及与其他服务整合的操作软体，促进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月报告，预计2022年全球网路普及将达到53亿人，占世界人口的66%，比2021年增加6.1%。因此，网路普及的快速成长正在推动人工智慧和机器学习营运软体市场的扩张。

人工智慧和机器学习营运软体市场的主要参与者正在专注于开拓尖端基础设施，例如无伺服器人工智慧和机器学习引擎，以保持竞争力。无伺服器人工智慧/机器学习引擎是一种运算基础设施，使用户能够部署和运行人工智慧/机器学习模型，而无需配置或管理伺服器。例如，Teradata Corp. 于 2023 年 11 月在 Amazon Web Services (AWS) 云端上宣布推出 Teradata AI Unlimited 平台。 AWS 上的 Teradata AI Unlimited 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，专为大规模处理资料和探索新的 AI 应用程式的资料科学家、资料工程师和开发人员而构建。该平台提供无伺服器 AI 和机器学习引擎、计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，从模型原型製作到促进平稳过渡到生产。它作为一个综合的人工智慧平台，促进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运作。

目录

第一章执行摘要

第二章 市场特点

第三章 市场趋势与策略

第四章宏观经济情景

  • 高通膨对市场的影响
  • 乌克兰与俄罗斯战争对市场的影响
  • COVID-19 对市场的影响

第五章世界市场规模与成长

  • 全球人工智慧和机器学习营运软体市场：驱动因素和限制因素
    • 市场驱动因素
    • 市场限制因素
  • 全球人工智慧和机器学习营运软体市场表现：规模和成长，2018-2023 年
  • 全球人工智慧和机器学习营运软体市场预测：规模和成长，2023-2028，2033F

第六章 市场细分

  • 全球人工智慧和机器学习营运软体市场：按产品类型分類的实际和预测，2018-2023、2023-2028F、2033F
  • 云端基础
  • 基于网路的
  • 全球人工智慧和机器学习营运软体市场：按功能分類的绩效和预测，2018-2023、2023-2028F、2033F
  • 模型训练和实验
  • 部署和管理模型
  • 模型监控与管治
  • 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：按应用分類的表现和预测，2018-2023、2023-2028F、2033F
  • 大公司
  • 中小企业
  • 全球人工智慧和机器学习营运软体市场：按行业分類的表现和预测，2018-2023、2023-2028F、2033F
  • 製造业
  • 金融
  • 卫生保健
  • 零售
  • 资讯科技和通讯
  • 其他行业

第 7 章 区域/国家分析

  • 全球人工智慧和机器学习营运软体市场：按地区分類的表现和预测，2018-2023、2023-2028F、2033F
  • 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，2018-2023、2023-2028F、2033F

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14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

第三十章 竞争格局及公司概况

  • 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.
    • Google LLC
    • Microsoft Corporation
    • Intel Corporation
    • International Business Machines Corporation

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章竞争基准化分析

第 33 章. 竞争对手仪表板

第三十四章 重大併购

第35章前瞻性与潜力分析

第36章附录

简介目录
Product Code: r17671

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 $3.77 billion in 2023 to $5.36 billion in 2024 at a compound annual growth rate (CAGR) of 42.4%. The expansion observed during the historical period can be attributed to an increase in disposable income, heightened adoption of AI and ML technologies, the proliferation of data, a growing demand for operational efficiency, cost reduction initiatives, and the need for 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 $22.33 billion in 2028 at a compound annual growth rate (CAGR) of 42.9%. The anticipated growth in the forecast period can be attributed to the growing trend of urbanization, the rising adoption of AutoML, increasing demand for streamlined processes, the expanding availability of various vehicle categories, and the growing integration of several industries. Additionally, the adoption of hybrid and multi-cloud strategies is increasingly becoming prevalent. Significant trends expected in the forecast period include technological advancements, the development of industry-specific solutions, the integration of IoT and edge computing, hybrid cloud deployments, automation, and the integration of DevOps practices.

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 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 2023. 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 2024 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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  • Understand how the market has been affected by the COVID-19 and how it is responding as the impact of the virus abates.
  • Assess the Russia - Ukraine war's impact on agriculture, energy and mineral commodity supply and its direct and indirect impact on the market.
  • Measure the impact of high global inflation on market growth.
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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 impact of sanctions, supply chain disruptions, and altered demand for goods and services due to the Russian Ukraine war, impacting various macro-economic factors and parameters in the Eastern European region and its subsequent effect on global markets.

The impact of higher inflation in many countries and the resulting spike in interest rates.

The continued but declining impact of COVID-19 on supply chains and consumption patterns.

  • 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
  • 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

  • 4.1. Impact Of High Inflation On The Market
  • 4.2. Ukraine-Russia War Impact On The Market
  • 4.3. COVID-19 Impact On The Market

5. Global AI And Machine Learning Operationalization Software Market Size and Growth

  • 5.1. Global AI And Machine Learning Operationalization Software Market Drivers and Restraints
    • 5.1.1. Drivers Of The Market
    • 5.1.2. Restraints Of The Market
  • 5.2. Global AI And Machine Learning Operationalization Software Historic Market Size and Growth, 2018 - 2023, Value ($ Billion)
  • 5.3. Global AI And Machine Learning Operationalization Software Forecast Market Size and Growth, 2023 - 2028, 2033F, Value ($ Billion)

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, 2018-2023, 2023-2028F, 2033F, $ Billion
  • Cloud-based
  • Web-based
  • 6.2. Global AI And Machine Learning Operationalization Software Market, Segmentation By Functionality, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ 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, 2018-2023, 2023-2028F, 2033F, $ Billion
  • Large Enterprises
  • Small And Medium Enterprises (SMEs)
  • 6.4. Global AI And Machine Learning Operationalization Software Market, Segmentation By Industry, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • Manufacturing
  • Finance
  • Healthcare
  • Retail
  • IT And Telecommunications
  • Other Industries

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, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 7.2. Global AI And Machine Learning Operationalization Software Market, Split By Country, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ 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, Impact Of COVID-19, 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, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 8.3. Asia-Pacific AI And Machine Learning Operationalization Software Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 8.4. Asia-Pacific AI And Machine Learning Operationalization Software Market, Segmentation By Industry, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ 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, 2018-2023, 2023-2028F, 2033F,$ Billion
  • 9.3. China AI And Machine Learning Operationalization Software Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F,$ Billion
  • 9.4. China AI And Machine Learning Operationalization Software Market, Segmentation By Industry, Historic and Forecast, 2018-2023, 2023-2028F, 2033F,$ 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, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 10.2. India AI And Machine Learning Operationalization Software Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 10.3. India AI And Machine Learning Operationalization Software Market, Segmentation By Industry, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ 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, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 11.3. Japan AI And Machine Learning Operationalization Software Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 11.4. Japan AI And Machine Learning Operationalization Software Market, Segmentation By Industry, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ 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, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 12.2. Australia AI And Machine Learning Operationalization Software Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 12.3. Australia AI And Machine Learning Operationalization Software Market, Segmentation By Industry, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ 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, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 13.2. Indonesia AI And Machine Learning Operationalization Software Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 13.3. Indonesia AI And Machine Learning Operationalization Software Market, Segmentation By Industry, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ 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, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 14.3. South Korea AI And Machine Learning Operationalization Software Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 14.4. South Korea AI And Machine Learning Operationalization Software Market, Segmentation By Industry, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ 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, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 15.3. Western Europe AI And Machine Learning Operationalization Software Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 15.4. Western Europe AI And Machine Learning Operationalization Software Market, Segmentation By Industry, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ 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, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 16.2. UK AI And Machine Learning Operationalization Software Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 16.3. UK AI And Machine Learning Operationalization Software Market, Segmentation By Industry, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ 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, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 17.2. Germany AI And Machine Learning Operationalization Software Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 17.3. Germany AI And Machine Learning Operationalization Software Market, Segmentation By Industry, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ 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, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 18.2. France AI And Machine Learning Operationalization Software Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 18.3. France AI And Machine Learning Operationalization Software Market, Segmentation By Industry, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ 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, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 19.2. Italy AI And Machine Learning Operationalization Software Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 19.3. Italy AI And Machine Learning Operationalization Software Market, Segmentation By Industry, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ 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, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 20.2. Spain AI And Machine Learning Operationalization Software Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 20.3. Spain AI And Machine Learning Operationalization Software Market, Segmentation By Industry, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ 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, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 21.3. Eastern Europe AI And Machine Learning Operationalization Software Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 21.4. Eastern Europe AI And Machine Learning Operationalization Software Market, Segmentation By Industry, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ 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, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 22.2. Russia AI And Machine Learning Operationalization Software Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 22.3. Russia AI And Machine Learning Operationalization Software Market, Segmentation By Industry, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ 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, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 23.3. North America AI And Machine Learning Operationalization Software Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 23.4. North America AI And Machine Learning Operationalization Software Market, Segmentation By Industry, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ 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, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 24.3. USA AI And Machine Learning Operationalization Software Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 24.4. USA AI And Machine Learning Operationalization Software Market, Segmentation By Industry, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ 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, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 25.3. Canada AI And Machine Learning Operationalization Software Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 25.4. Canada AI And Machine Learning Operationalization Software Market, Segmentation By Industry, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ 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, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 26.3. South America AI And Machine Learning Operationalization Software Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 26.4. South America AI And Machine Learning Operationalization Software Market, Segmentation By Industry, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ 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, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 27.2. Brazil AI And Machine Learning Operationalization Software Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 27.3. Brazil AI And Machine Learning Operationalization Software Market, Segmentation By Industry, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ 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, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 28.3. Middle East AI And Machine Learning Operationalization Software Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 28.4. Middle East AI And Machine Learning Operationalization Software Market, Segmentation By Industry, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ 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, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 29.3. Africa AI And Machine Learning Operationalization Software Market, Segmentation By Application, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ Billion
  • 29.4. Africa AI And Machine Learning Operationalization Software Market, Segmentation By Industry, Historic and Forecast, 2018-2023, 2023-2028F, 2033F, $ 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.
      • 30.2.1.1. Overview
      • 30.2.1.2. Products and Services
      • 30.2.1.3. Strategy
      • 30.2.1.4. Financial Performance
    • 30.2.2. Google LLC
      • 30.2.2.1. Overview
      • 30.2.2.2. Products and Services
      • 30.2.2.3. Strategy
      • 30.2.2.4. Financial Performance
    • 30.2.3. Microsoft Corporation
      • 30.2.3.1. Overview
      • 30.2.3.2. Products and Services
      • 30.2.3.3. Strategy
      • 30.2.3.4. Financial Performance
    • 30.2.4. Intel Corporation
      • 30.2.4.1. Overview
      • 30.2.4.2. Products and Services
      • 30.2.4.3. Strategy
      • 30.2.4.4. Financial Performance
    • 30.2.5. International Business Machines Corporation
      • 30.2.5.1. Overview
      • 30.2.5.2. Products and Services
      • 30.2.5.3. Strategy
      • 30.2.5.4. Financial Performance

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

33. Global AI And Machine Learning Operationalization Software Market Competitive Dashboard

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

35. AI And Machine Learning Operationalization Software Market Future Outlook and Potential Analysis

  • 35.1 AI And Machine Learning Operationalization Software Market In 2028 - Countries Offering Most New Opportunities
  • 35.2 AI And Machine Learning Operationalization Software Market In 2028 - Segments Offering Most New Opportunities
  • 35.3 AI And Machine Learning Operationalization Software Market In 2028 - 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