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市場調查報告書
商品編碼
1499767

2024 年人工智慧與機器學習營運軟體全球市場報告

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個工作天內

價格
簡介目錄

人工智慧和機器學習營運軟體市場規模預計在未來幾年將呈指數級成長。 2028年，將以42.9%的複合年成長率成長至223.3億美元。預測期內的預期成長是由不斷擴大的都市化趨勢、不斷增加的 AutoML 採用、對簡化流程的需求不斷增加、各種車輛類別的可用性不斷擴大以及多個行業的整合所推動的。此外，混合和多重雲端策略的採用正變得普及。預測期內預計的主要趨勢包括技術進步、特定產業解決方案的開發、物聯網和邊緣運算的整合、混合雲端部署、自動化、DevOps 實踐的整合等。

網路普及預計將提高，預計將在短期內推動人工智慧和機器學習營運軟體市場的成長。網路普及是指特定地理區域（通常是一個國家或地區）內能夠存取網路的人口百分比。網路普及的上升是由於基礎設施的改善、消費者對連接的需求以及對設備相容性日益成長的需求。網路透過簡化資料存取、協作、部署、監控以及與其他服務整合的操作軟體，促進人工智慧和機器學習模型的無縫部署、管理和擴展。例如，根據電訊（ITU）2022年11月報告，預計2022年全球網路普及將達到53億人，佔世界人口的66%，比2021年增加6.1%。因此，網路普及的快速成長正在推動人工智慧和機器學習營運軟體市場的擴張。

人工智慧和機器學習營運軟體市場的主要參與者正在專注於開拓尖端基礎設施，例如無伺服器人工智慧和機器學習引擎，以保持競爭力。無伺服器人工智慧/機器學習引擎是一種運算基礎設施，使用戶能夠部署和運行人工智慧/機器學習模型，而無需配置或管理伺服器。例如，Teradata Corp. 於 2023 年 11 月在 Amazon Web Services (AWS) 雲端上宣布推出 Teradata AI Unlimited 平台。 AWS 上的 Teradata AI Unlimited 將先進的 ClearScape Analytics 功能與針對實驗和發現而最佳化的經濟高效的環境相結合，專為大規模處理資料和探索新的 AI 應用程式的資料科學家、資料工程師和開發人員而構建。該平台提供無伺服器 AI 和機器學習引擎、計算和引擎內分析以及 AWS AI 生態系統內的無縫整合等功能，支援自備模型方法，從模型原型製作到促進平穩過渡到生產。它作為一個綜合的人工智慧平台，促進人工智慧和機器學習在更廣泛的人工智慧開發工作流程中的運作。

目錄

第1章執行摘要

第2章 市場特點

第3章 市場趨勢與策略

第4章宏觀經濟情景

  • 高通膨對市場的影響
  • 烏克蘭與俄羅斯戰爭對市場的影響
  • COVID-19 對市場的影響

第5章世界市場規模與成長

  • 全球人工智慧和機器學習營運軟體市場：促進因素和限制因素
    • 市場促進因素
    • 市場限制因素
  • 全球人工智慧和機器學習營運軟體市場表現：規模和成長，2018-2023 年
  • 全球人工智慧和機器學習營運軟體市場預測：規模和成長，2023-2028，2033F

第6章 市場細分

  • 全球人工智慧和機器學習營運軟體市場：按產品類型分類的實際和預測，2018-2023、2023-2028F、2033F
  • 雲端基礎
  • 基於網路的
  • 全球人工智慧和機器學習營運軟體市場：按功能分類的績效和預測，2018-2023、2023-2028F、2033F
  • 模型訓練和實驗
  • 部署和管理模型
  • 模型監控與管治
  • 機器學習工作流程自動化
  • 全球人工智慧和機器學習營運軟體市場：按應用分類的表現和預測，2018-2023、2023-2028F、2033F
  • 主要企業
  • 中小企業
  • 全球人工智慧和機器學習營運軟體市場：按行業分類的表現和預測，2018-2023、2023-2028F、2033F
  • 製造業
  • 金融
  • 衛生保健
  • 零售
  • 資訊科技和通訊
  • 其他行業

第 7 章 區域/國家分析

  • 全球人工智慧和機器學習營運軟體市場：按地區分類的表現和預測，2018-2023、2023-2028F、2033F
  • 全球人工智慧和機器學習營運軟體市場：按國家/地區、績效和預測，2018-2023、2023-2028F、2033F

第8章亞太市場

第9章 中國市場

第10章 印度市場

第11章 日本市場

第12章 澳洲市場

第13章 印尼市場

第14章 韓國市場

第15章 西歐市場

第16章英國市場

第17章 德國市場

第18章 法國市場

第19章 義大利市場

第20章 西班牙市場

第21章 東歐市場

第22章 俄羅斯市場

第23章 北美市場

第24章美國市場

第25章加拿大市場

第26章 南美洲市場

第27章 巴西市場

第28章 中東市場

第29章 非洲市場

第30章 競爭格局及公司概況

  • 人工智慧與機器學習營運軟體市場：競爭格局
  • 人工智慧和機器學習營運軟體市場：公司簡介
    • Amazon Web Services Inc.
    • Google LLC
    • Microsoft Corporation
    • Intel Corporation
    • International Business Machines Corporation

第31章 其他大型創新企業

  • 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章競爭基準化分析

第 33 章. 競爭對手儀表板

第34章 重大併購

第35章前瞻性與潛力分析

第36章附錄

簡介目錄
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.

Reasons to Purchase

  • Gain a truly global perspective with the most comprehensive report available on this market covering 50+ geographies.
  • 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.
  • Create regional and country strategies on the basis of local data and analysis.
  • Identify growth segments for investment.
  • Outperform competitors using forecast data and the drivers and trends shaping the market.
  • Understand customers based on the latest market shares.
  • Benchmark performance against key competitors.
  • Suitable for supporting your internal and external presentations with reliable high quality data and analysis
  • Report will be updated with the latest data and delivered to you within 3-5 working days of order along with an Excel data sheet for easy data extraction and analysis.
  • All data from the report will also be delivered in an excel dashboard format.

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