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市场调查报告书
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1656235

全球自动化机器学习 (AutoML) 市场

Automated Machine Learning (AutoML)
出版日期: | 出版商: Global Industry Analysts, Inc. | 英文 210 Pages | 商品交期: 最快1-2个工作天内

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简介目录

预计到 2030 年全球自动机器学习 (AutoML) 市场规模将达到 109 亿美元

2024 年全球自动化机器学习 (AutoML) 市场规模估计为 15 亿美元，预计到 2030 年将达到 109 亿美元，2024 年至 2030 年的复合年增长率为 38.8%。 AutoML 解决方案是报告中分析的细分市场之一，预计复合年增长率为 34.7%，到分析期结束时将达到 56 亿美元。预计在分析期内，AutoML 服务部门的复合年增长率为 44.3%。

美国市场规模估计为 4.286 亿美元，中国市场预计复合年增长率为 36.2%

预计 2024 年美国自动化机器学习 (AutoML) 市场价值将达到 4.286 亿美元。中国是世界第二大经济体，预计到 2030 年市场规模将达到 15 亿美元，2024-2030 年分析期间的复合年增长率为 36.2%。其他值得注意的区域市场包括日本和加拿大，预计在分析期间的复合年增长率分别为 34.0% 和 33.0%。在欧洲，德国的复合年增长率预计为 25.3%。

全球自动化机器学习 (AutoML) 市场 - 主要趋势和驱动因素摘要

自动化机器学习 (AutoML) 旨在自动化和简化开发机器学习模型的复杂且耗时的任务，并且正在成为人工智慧领域的游戏规则改变者。 AutoML 的主要吸引力在于它能让非专家也能进行机器学习，并提高模型开发的效率。透过自动化资料预处理、模型选择和参数调整等劳动密集型流程，AutoML 使机器学习模型能够更快部署。这不仅透过减少对专业知识的需求使人工智慧变得民主化，而且还显着加快了人工智慧的开发週期，使企业能够快速适应市场变化和新资料。

AutoML 的快速采用受到多种引人注目的因素的推动，包括机器学习模型日益复杂以及熟练资料科学家的短缺。随着机器学习应用变得越来越复杂，有效开发和调整这些模型所需的专业知识也不断增加。 AutoML 透过简化特征和演算法选择以及超参数调整等关键任务来解决这项挑战，大大降低了没有深厚技术资源的组织进行高阶机器学习的门槛。此外，资料科学家的短缺也要求有一种工具能够让具有最低限度技术背景的使用者执行传统上只有专家才能完成的任务。对于希望在竞争环境中启动或加速其人工智慧策略的组织来说，这种民主化至关重要。

此外，AutoML与人工智慧和运算能力的进步相结合，以及与云端处理平台的协同效应，正在将其应用扩展到各个行业。这种整合提供了运行复杂模型所必需的可扩展运算资源，并支援医疗保健、金融和零售等领域对预测分析日益增长的需求。儘管有这些好处，但 AutoML 的采用也面临挑战，包括需要经验丰富的从业人员持续监督以确保正确且合乎道德地应用模型。对资料隐私、决策中的潜在偏见以及人工智慧系统整体透明度的担忧也构成了重大障碍。随着 AutoML 的不断发展，解决这些道德和实际挑战对于充分发挥其潜力并确保整个行业负责任地使用它至关重要。

部分

元件（解决方案、服务）；应用程式（资料处理、特征工程、模型选择、模型整合、其他应用程式）；垂直产业（BFSI、零售和电子商务、医​​疗保健和生命科学、IT 和 ITeS、通讯、製造、汽车和运输、其他产业）

受访企业范例（总合23家企业）

  • Alteryx, Inc.
  • Amazon Web Services, Inc.
  • Databricks, Inc.
  • Dataiku SAS
  • DataRobot, Inc.
  • dotData
  • Google Cloud Platform
  • IBM Corporation
  • Microsoft Learn
  • The MathWorks, Inc.

目录

第一章调查方法

第 2 章执行摘要

  • 市场概况
  • 主要企业
  • 市场趋势和驱动因素
  • 全球市场展望

第三章 市场分析

  • 美国
  • 加拿大
  • 日本
  • 中国
  • 欧洲
  • 法国
  • 德国
  • 义大利
  • 英国
  • 其他欧洲国家
  • 亚太地区
  • 其他地区

第四章 竞赛

简介目录
Product Code: MCP23214

Global Automated Machine Learning (AutoML) Market to Reach US$10.9 Billion by 2030

The global market for Automated Machine Learning (AutoML) estimated at US$1.5 Billion in the year 2024, is expected to reach US$10.9 Billion by 2030, growing at a CAGR of 38.8% over the analysis period 2024-2030. AutoML Solutions, one of the segments analyzed in the report, is expected to record a 34.7% CAGR and reach US$5.6 Billion by the end of the analysis period. Growth in the AutoML Services segment is estimated at 44.3% CAGR over the analysis period.

The U.S. Market is Estimated at US$428.6 Million While China is Forecast to Grow at 36.2% CAGR

The Automated Machine Learning (AutoML) market in the U.S. is estimated at US$428.6 Million in the year 2024. China, the world's second largest economy, is forecast to reach a projected market size of US$1.5 Billion by the year 2030 trailing a CAGR of 36.2% over the analysis period 2024-2030. Among the other noteworthy geographic markets are Japan and Canada, each forecast to grow at a CAGR of 34.0% and 33.0% respectively over the analysis period. Within Europe, Germany is forecast to grow at approximately 25.3% CAGR.

Global Automated Machine Learning (AutoML) Market - Key Trends and Drivers Summarized

Automated Machine Learning (AutoML) is emerging as a transformative force in the field of artificial intelligence, designed to automate and streamline the often complex and time-consuming tasks of developing machine learning models. The key appeal of AutoML lies in its ability to make machine learning more accessible to non-experts and to enhance the efficiency of model development, making it a critical tool as industries increasingly seek to leverage AI capabilities. By automating the labor-intensive processes of data preprocessing, model selection, and parameter tuning, AutoML enables a more rapid deployment of machine learning models. This not only democratizes AI by reducing the need for specialized knowledge but also significantly expedites the AI development cycle, allowing businesses to quickly adapt to market changes and new data.

The rapid adoption of AutoML is driven by several compelling factors, chief among them the growing complexity of machine learning models and the pressing shortage of skilled data scientists. As machine learning applications become more sophisticated, the expertise required to effectively develop and tune these models escalates. AutoML addresses this challenge by simplifying critical tasks such as feature and algorithm selection and hyperparameter tuning, substantially lowering the barrier to advanced machine learning for organizations without deep technical resources. Additionally, the shortage of data scientists has catalyzed the need for tools that empower users with minimal technical background to undertake tasks traditionally reserved for experts. This democratization is crucial for organizations striving to initiate or accelerate their AI strategies in a competitive business environment.

Moreover, the integration of AutoML with advancements in AI and computing power, along with its synergy with cloud computing platforms, is expanding its application across various industries. This integration provides scalable computing resources essential for running complex models and supports the burgeoning demand for predictive analytics in sectors like healthcare, finance, and retail. Despite these advantages, the deployment of AutoML brings challenges, including the need for ongoing oversight by experienced practitioners to ensure that models are applied correctly and ethically. Concerns around data privacy, potential biases in decision-making, and the overall transparency of AI systems also pose significant hurdles. As AutoML continues to evolve, addressing these ethical and practical challenges will be paramount to fully realizing its potential and ensuring its responsible use across industries.

SCOPE OF STUDY:

The report analyzes the Automated Machine Learning (AutoML) market in terms of units by the following Segments, and Geographic Regions/Countries:

Segments:

Component (Solutions, Services); Application (Data Processing, Feature Engineering, Model Selection, Model Ensembling, Other Applications); Vertical (BFSI, Retail & eCommerce, Healthcare & Life Sciences, IT & ITeS, Telecommunications, Manufacturing, Automotive & Transportation, Other Verticals)

Geographic Regions/Countries:

World; United States; Canada; Japan; China; Europe (France; Germany; Italy; United Kingdom; and Rest of Europe); Asia-Pacific; Rest of World.

Select Competitors (Total 23 Featured) -

  • Alteryx, Inc.
  • Amazon Web Services, Inc.
  • Databricks, Inc.
  • Dataiku SAS
  • DataRobot, Inc.
  • dotData
  • Google Cloud Platform
  • IBM Corporation
  • Microsoft Learn
  • The MathWorks, Inc.

TABLE OF CONTENTS

I. METHODOLOGY

II. EXECUTIVE SUMMARY

  • 1. MARKET OVERVIEW
    • Influencer Market Insights
    • World Market Trajectories
    • Global Economic Update
    • Automated Machine Learning (AutoML) - Global Key Competitors Percentage Market Share in 2025 (E)
    • Competitive Market Presence - Strong/Active/Niche/Trivial for Players Worldwide in 2025 (E)
  • 2. FOCUS ON SELECT PLAYERS
  • 3. MARKET TRENDS & DRIVERS
    • AutoML Tools Propel the Democratization of Data Science
    • Increases in Cloud Computing Adoption Drive Growth in AutoML Solutions
    • Need to Simplify Predictive Analytics Spurs Adoption Across Industries
    • Integration with IoT Devices Expands Addressable Market Opportunity for AutoML
    • Low-Code/No-Code Platforms Strengthen Business Case for AutoML
    • AutoML in Fraud Detection Throws the Spotlight On Financial Security
    • AutoML's Role in Real-time Decision Making Sustains Growth in Dynamic Environments
    • AutoML in Pharmaceutical R&D Accelerates Drug Discovery Processes
    • Increasing Investments in AI Drive the Growth of AutoML Solutions
    • Here's Why AutoML is Becoming a Key Tool for Enterprises
  • 4. GLOBAL MARKET PERSPECTIVE
    • TABLE 1: World Automated Machine Learning (AutoML) Market Analysis of Annual Sales in US$ Thousand for Years 2022 through 2030
    • TABLE 2: World Recent Past, Current & Future Analysis for Automated Machine Learning (AutoML) by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2024 through 2030 and % CAGR
    • TABLE 3: World Historic Review for Automated Machine Learning (AutoML) by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2022 through 2023 and % CAGR
    • TABLE 4: World 8-Year Perspective for Automated Machine Learning (AutoML) by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets for Years 2022, 2025 & 2030
    • TABLE 5: World Recent Past, Current & Future Analysis for Solutions by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2024 through 2030 and % CAGR
    • TABLE 6: World Historic Review for Solutions by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2022 through 2023 and % CAGR
    • TABLE 7: World 8-Year Perspective for Solutions by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2022, 2025 & 2030
    • TABLE 8: World Recent Past, Current & Future Analysis for Services by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2024 through 2030 and % CAGR
    • TABLE 9: World Historic Review for Services by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2022 through 2023 and % CAGR
    • TABLE 10: World 8-Year Perspective for Services by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2022, 2025 & 2030
    • TABLE 11: World Recent Past, Current & Future Analysis for Healthcare & Life Sciences by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2024 through 2030 and % CAGR
    • TABLE 12: World Historic Review for Healthcare & Life Sciences by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2022 through 2023 and % CAGR
    • TABLE 13: World 8-Year Perspective for Healthcare & Life Sciences by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2022, 2025 & 2030
    • TABLE 14: World Recent Past, Current & Future Analysis for IT & ITeS by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2024 through 2030 and % CAGR
    • TABLE 15: World Historic Review for IT & ITeS by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2022 through 2023 and % CAGR
    • TABLE 16: World 8-Year Perspective for IT & ITeS by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2022, 2025 & 2030
    • TABLE 17: World Recent Past, Current & Future Analysis for Telecommunications by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2024 through 2030 and % CAGR
    • TABLE 18: World Historic Review for Telecommunications by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2022 through 2023 and % CAGR
    • TABLE 19: World 8-Year Perspective for Telecommunications by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2022, 2025 & 2030
    • TABLE 20: World Recent Past, Current & Future Analysis for Manufacturing by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2024 through 2030 and % CAGR
    • TABLE 21: World Historic Review for Manufacturing by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2022 through 2023 and % CAGR
    • TABLE 22: World 8-Year Perspective for Manufacturing by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2022, 2025 & 2030
    • TABLE 23: World Recent Past, Current & Future Analysis for Automotive & Transportation by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2024 through 2030 and % CAGR
    • TABLE 24: World Historic Review for Automotive & Transportation by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2022 through 2023 and % CAGR
    • TABLE 25: World 8-Year Perspective for Automotive & Transportation by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2022, 2025 & 2030
    • TABLE 26: World Recent Past, Current & Future Analysis for Other Verticals by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2024 through 2030 and % CAGR
    • TABLE 27: World Historic Review for Other Verticals by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2022 through 2023 and % CAGR
    • TABLE 28: World 8-Year Perspective for Other Verticals by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2022, 2025 & 2030
    • TABLE 29: World Recent Past, Current & Future Analysis for BFSI by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2024 through 2030 and % CAGR
    • TABLE 30: World Historic Review for BFSI by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2022 through 2023 and % CAGR
    • TABLE 31: World 8-Year Perspective for BFSI by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2022, 2025 & 2030
    • TABLE 32: World Recent Past, Current & Future Analysis for Retail & eCommerce by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2024 through 2030 and % CAGR
    • TABLE 33: World Historic Review for Retail & eCommerce by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2022 through 2023 and % CAGR
    • TABLE 34: World 8-Year Perspective for Retail & eCommerce by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2022, 2025 & 2030
    • TABLE 35: World Recent Past, Current & Future Analysis for Data Processing by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2024 through 2030 and % CAGR
    • TABLE 36: World Historic Review for Data Processing by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2022 through 2023 and % CAGR
    • TABLE 37: World 8-Year Perspective for Data Processing by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2022, 2025 & 2030
    • TABLE 38: World Recent Past, Current & Future Analysis for Feature Engineering by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2024 through 2030 and % CAGR
    • TABLE 39: World Historic Review for Feature Engineering by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2022 through 2023 and % CAGR
    • TABLE 40: World 8-Year Perspective for Feature Engineering by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2022, 2025 & 2030
    • TABLE 41: World Recent Past, Current & Future Analysis for Model Selection by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2024 through 2030 and % CAGR
    • TABLE 42: World Historic Review for Model Selection by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2022 through 2023 and % CAGR
    • TABLE 43: World 8-Year Perspective for Model Selection by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2022, 2025 & 2030
    • TABLE 44: World Recent Past, Current & Future Analysis for Model Ensembling by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2024 through 2030 and % CAGR
    • TABLE 45: World Historic Review for Model Ensembling by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2022 through 2023 and % CAGR
    • TABLE 46: World 8-Year Perspective for Model Ensembling by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2022, 2025 & 2030
    • TABLE 47: World Recent Past, Current & Future Analysis for Other Applications by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2024 through 2030 and % CAGR
    • TABLE 48: World Historic Review for Other Applications by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2022 through 2023 and % CAGR
    • TABLE 49: World 8-Year Perspective for Other Applications by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2022, 2025 & 2030

III. MARKET ANALYSIS

  • UNITED STATES
    • Automated Machine Learning (AutoML) Market Presence - Strong/Active/Niche/Trivial - Key Competitors in the United States for 2025 (E)
    • TABLE 50: USA Recent Past, Current & Future Analysis for Automated Machine Learning (AutoML) by Component - Solutions and Services - Independent Analysis of Annual Sales in US$ Thousand for the Years 2024 through 2030 and % CAGR
    • TABLE 51: USA Historic Review for Automated Machine Learning (AutoML) by Component - Solutions and Services Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2022 through 2023 and % CAGR
    • TABLE 52: USA 8-Year Perspective for Automated Machine Learning (AutoML) by Component - Percentage Breakdown of Value Sales for Solutions and Services for the Years 2022, 2025 & 2030
    • TABLE 53: USA Recent Past, Current & Future Analysis for Automated Machine Learning (AutoML) by Vertical - Healthcare & Life Sciences, IT & ITeS, Telecommunications, Manufacturing, Automotive & Transportation, Other Verticals, BFSI and Retail & eCommerce - Independent Analysis of Annual Sales in US$ Thousand for the Years 2024 through 2030 and % CAGR
    • TABLE 54: USA Historic Review for Automated Machine Learning (AutoML) by Vertical - Healthcare & Life Sciences, IT & ITeS, Telecommunications, Manufacturing, Automotive & Transportation, Other Verticals, BFSI and Retail & eCommerce Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2022 through 2023 and % CAGR
    • TABLE 55: USA 8-Year Perspective for Automated Machine Learning (AutoML) by Vertical - Percentage Breakdown of Value Sales for Healthcare & Life Sciences, IT & ITeS, Telecommunications, Manufacturing, Automotive & Transportation, Other Verticals, BFSI and Retail & eCommerce for the Years 2022, 2025 & 2030
    • TABLE 56: USA Recent Past, Current & Future Analysis for Automated Machine Learning (AutoML) by Application - Data Processing, Feature Engineering, Model Selection, Model Ensembling and Other Applications - Independent Analysis of Annual Sales in US$ Thousand for the Years 2024 through 2030 and % CAGR
    • TABLE 57: USA Historic Review for Automated Machine Learning (AutoML) by Application - Data Processing, Feature Engineering, Model Selection, Model Ensembling and Other Applications Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2022 through 2023 and % CAGR
    • TABLE 58: USA 8-Year Perspective for Automated Machine Learning (AutoML) by Application - Percentage Breakdown of Value Sales for Data Processing, Feature Engineering, Model Selection, Model Ensembling and Other Applications for the Years 2022, 2025 & 2030
  • CANADA
    • TABLE 59: Canada Recent Past, Current & Future Analysis for Automated Machine Learning (AutoML) by Component - Solutions and Services - Independent Analysis of Annual Sales in US$ Thousand for the Years 2024 through 2030 and % CAGR
    • TABLE 60: Canada Historic Review for Automated Machine Learning (AutoML) by Component - Solutions and Services Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2022 through 2023 and % CAGR
    • TABLE 61: Canada 8-Year Perspective for Automated Machine Learning (AutoML) by Component - Percentage Breakdown of Value Sales for Solutions and Services for the Years 2022, 2025 & 2030
    • TABLE 62: Canada Recent Past, Current & Future Analysis for Automated Machine Learning (AutoML) by Vertical - Healthcare & Life Sciences, IT & ITeS, Telecommunications, Manufacturing, Automotive & Transportation, Other Verticals, BFSI and Retail & eCommerce - Independent Analysis of Annual Sales in US$ Thousand for the Years 2024 through 2030 and % CAGR
    • TABLE 63: Canada Historic Review for Automated Machine Learning (AutoML) by Vertical - Healthcare & Life Sciences, IT & ITeS, Telecommunications, Manufacturing, Automotive & Transportation, Other Verticals, BFSI and Retail & eCommerce Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2022 through 2023 and % CAGR
    • TABLE 64: Canada 8-Year Perspective for Automated Machine Learning (AutoML) by Vertical - Percentage Breakdown of Value Sales for Healthcare & Life Sciences, IT & ITeS, Telecommunications, Manufacturing, Automotive & Transportation, Other Verticals, BFSI and Retail & eCommerce for the Years 2022, 2025 & 2030
    • TABLE 65: Canada Recent Past, Current & Future Analysis for Automated Machine Learning (AutoML) by Application - Data Processing, Feature Engineering, Model Selection, Model Ensembling and Other Applications - Independent Analysis of Annual Sales in US$ Thousand for the Years 2024 through 2030 and % CAGR
    • TABLE 66: Canada Historic Review for Automated Machine Learning (AutoML) by Application - Data Processing, Feature Engineering, Model Selection, Model Ensembling and Other Applications Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2022 through 2023 and % CAGR
    • TABLE 67: Canada 8-Year Perspective for Automated Machine Learning (AutoML) by Application - Percentage Breakdown of Value Sales for Data Processing, Feature Engineering, Model Selection, Model Ensembling and Other Applications for the Years 2022, 2025 & 2030
  • JAPAN
    • Automated Machine Learning (AutoML) Market Presence - Strong/Active/Niche/Trivial - Key Competitors in Japan for 2025 (E)
    • TABLE 68: Japan Recent Past, Current & Future Analysis for Automated Machine Learning (AutoML) by Component - Solutions and Services - Independent Analysis of Annual Sales in US$ Thousand for the Years 2024 through 2030 and % CAGR
    • TABLE 69: Japan Historic Review for Automated Machine Learning (AutoML) by Component - Solutions and Services Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2022 through 2023 and % CAGR
    • TABLE 70: Japan 8-Year Perspective for Automated Machine Learning (AutoML) by Component - Percentage Breakdown of Value Sales for Solutions and Services for the Years 2022, 2025 & 2030
    • TABLE 71: Japan Recent Past, Current & Future Analysis for Automated Machine Learning (AutoML) by Vertical - Healthcare & Life Sciences, IT & ITeS, Telecommunications, Manufacturing, Automotive & Transportation, Other Verticals, BFSI and Retail & eCommerce - Independent Analysis of Annual Sales in US$ Thousand for the Years 2024 through 2030 and % CAGR
    • TABLE 72: Japan Historic Review for Automated Machine Learning (AutoML) by Vertical - Healthcare & Life Sciences, IT & ITeS, Telecommunications, Manufacturing, Automotive & Transportation, Other Verticals, BFSI and Retail & eCommerce Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2022 through 2023 and % CAGR
    • TABLE 73: Japan 8-Year Perspective for Automated Machine Learning (AutoML) by Vertical - Percentage Breakdown of Value Sales for Healthcare & Life Sciences, IT & ITeS, Telecommunications, Manufacturing, Automotive & Transportation, Other Verticals, BFSI and Retail & eCommerce for the Years 2022, 2025 & 2030
    • TABLE 74: Japan Recent Past, Current & Future Analysis for Automated Machine Learning (AutoML) by Application - Data Processing, Feature Engineering, Model Selection, Model Ensembling and Other Applications - Independent Analysis of Annual Sales in US$ Thousand for the Years 2024 through 2030 and % CAGR
    • TABLE 75: Japan Historic Review for Automated Machine Learning (AutoML) by Application - Data Processing, Feature Engineering, Model Selection, Model Ensembling and Other Applications Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2022 through 2023 and % CAGR
    • TABLE 76: Japan 8-Year Perspective for Automated Machine Learning (AutoML) by Application - Percentage Breakdown of Value Sales for Data Processing, Feature Engineering, Model Selection, Model Ensembling and Other Applications for the Years 2022, 2025 & 2030
  • CHINA
    • Automated Machine Learning (AutoML) Market Presence - Strong/Active/Niche/Trivial - Key Competitors in China for 2025 (E)
    • TABLE 77: China Recent Past, Current & Future Analysis for Automated Machine Learning (AutoML) by Component - Solutions and Services - Independent Analysis of Annual Sales in US$ Thousand for the Years 2024 through 2030 and % CAGR
    • TABLE 78: China Historic Review for Automated Machine Learning (AutoML) by Component - Solutions and Services Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2022 through 2023 and % CAGR
    • TABLE 79: China 8-Year Perspective for Automated Machine Learning (AutoML) by Component - Percentage Breakdown of Value Sales for Solutions and Services for the Years 2022, 2025 & 2030
    • TABLE 80: China Recent Past, Current & Future Analysis for Automated Machine Learning (AutoML) by Vertical - Healthcare & Life Sciences, IT & ITeS, Telecommunications, Manufacturing, Automotive & Transportation, Other Verticals, BFSI and Retail & eCommerce - Independent Analysis of Annual Sales in US$ Thousand for the Years 2024 through 2030 and % CAGR
    • TABLE 81: China Historic Review for Automated Machine Learning (AutoML) by Vertical - Healthcare & Life Sciences, IT & ITeS, Telecommunications, Manufacturing, Automotive & Transportation, Other Verticals, BFSI and Retail & eCommerce Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2022 through 2023 and % CAGR
    • TABLE 82: China 8-Year Perspective for Automated Machine Learning (AutoML) by Vertical - Percentage Breakdown of Value Sales for Healthcare & Life Sciences, IT & ITeS, Telecommunications, Manufacturing, Automotive & Transportation, Other Verticals, BFSI and Retail & eCommerce for the Years 2022, 2025 & 2030
    • TABLE 83: China Recent Past, Current & Future Analysis for Automated Machine Learning (AutoML) by Application - Data Processing, Feature Engineering, Model Selection, Model Ensembling and Other Applications - Independent Analysis of Annual Sales in US$ Thousand for the Years 2024 through 2030 and % CAGR
    • TABLE 84: China Historic Review for Automated Machine Learning (AutoML) by Application - Data Processing, Feature Engineering, Model Selection, Model Ensembling and Other Applications Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2022 through 2023 and % CAGR
    • TABLE 85: China 8-Year Perspective for Automated Machine Learning (AutoML) by Application - Percentage Breakdown of Value Sales for Data Processing, Feature Engineering, Model Selection, Model Ensembling and Other Applications for the Years 2022, 2025 & 2030
  • EUROPE
    • Automated Machine Learning (AutoML) Market Presence - Strong/Active/Niche/Trivial - Key Competitors in Europe for 2025 (E)
    • TABLE 86: Europe Recent Past, Current & Future Analysis for Automated Machine Learning (AutoML) by Geographic Region - France, Germany, Italy, UK and Rest of Europe Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2024 through 2030 and % CAGR
    • TABLE 87: Europe Historic Review for Automated Machine Learning (AutoML) by Geographic Region - France, Germany, Italy, UK and Rest of Europe Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2022 through 2023 and % CAGR
    • TABLE 88: Europe 8-Year Perspective for Automated Machine Learning (AutoML) by Geographic Region - Percentage Breakdown of Value Sales for France, Germany, Italy, UK and Rest of Europe Markets for Years 2022, 2025 & 2030
    • TABLE 89: Europe Recent Past, Current & Future Analysis for Automated Machine Learning (AutoML) by Component - Solutions and Services - Independent Analysis of Annual Sales in US$ Thousand for the Years 2024 through 2030 and % CAGR
    • TABLE 90: Europe Historic Review for Automated Machine Learning (AutoML) by Component - Solutions and Services Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2022 through 2023 and % CAGR
    • TABLE 91: Europe 8-Year Perspective for Automated Machine Learning (AutoML) by Component - Percentage Breakdown of Value Sales for Solutions and Services for the Years 2022, 2025 & 2030
    • TABLE 92: Europe Recent Past, Current & Future Analysis for Automated Machine Learning (AutoML) by Vertical - Healthcare & Life Sciences, IT & ITeS, Telecommunications, Manufacturing, Automotive & Transportation, Other Verticals, BFSI and Retail & eCommerce - Independent Analysis of Annual Sales in US$ Thousand for the Years 2024 through 2030 and % CAGR
    • TABLE 93: Europe Historic Review for Automated Machine Learning (AutoML) by Vertical - Healthcare & Life Sciences, IT & ITeS, Telecommunications, Manufacturing, Automotive & Transportation, Other Verticals, BFSI and Retail & eCommerce Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2022 through 2023 and % CAGR
    • TABLE 94: Europe 8-Year Perspective for Automated Machine Learning (AutoML) by Vertical - Percentage Breakdown of Value Sales for Healthcare & Life Sciences, IT & ITeS, Telecommunications, Manufacturing, Automotive & Transportation, Other Verticals, BFSI and Retail & eCommerce for the Years 2022, 2025 & 2030
    • TABLE 95: Europe Recent Past, Current & Future Analysis for Automated Machine Learning (AutoML) by Application - Data Processing, Feature Engineering, Model Selection, Model Ensembling and Other Applications - Independent Analysis of Annual Sales in US$ Thousand for the Years 2024 through 2030 and % CAGR
    • TABLE 96: Europe Historic Review for Automated Machine Learning (AutoML) by Application - Data Processing, Feature Engineering, Model Selection, Model Ensembling and Other Applications Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2022 through 2023 and % CAGR
    • TABLE 97: Europe 8-Year Perspective for Automated Machine Learning (AutoML) by Application - Percentage Breakdown of Value Sales for Data Processing, Feature Engineering, Model Selection, Model Ensembling and Other Applications for the Years 2022, 2025 & 2030
  • FRANCE
    • Automated Machine Learning (AutoML) Market Presence - Strong/Active/Niche/Trivial - Key Competitors in France for 2025 (E)
    • TABLE 98: France Recent Past, Current & Future Analysis for Automated Machine Learning (AutoML) by Component - Solutions and Services - Independent Analysis of Annual Sales in US$ Thousand for the Years 2024 through 2030 and % CAGR
    • TABLE 99: France Historic Review for Automated Machine Learning (AutoML) by Component - Solutions and Services Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2022 through 2023 and % CAGR
    • TABLE 100: France 8-Year Perspective for Automated Machine Learning (AutoML) by Component - Percentage Breakdown of Value Sales for Solutions and Services for the Years 2022, 2025 & 2030
    • TABLE 101: France Recent Past, Current & Future Analysis for Automated Machine Learning (AutoML) by Vertical - Healthcare & Life Sciences, IT & ITeS, Telecommunications, Manufacturing, Automotive & Transportation, Other Verticals, BFSI and Retail & eCommerce - Independent Analysis of Annual Sales in US$ Thousand for the Years 2024 through 2030 and % CAGR
    • TABLE 102: France Historic Review for Automated Machine Learning (AutoML) by Vertical - Healthcare & Life Sciences, IT & ITeS, Telecommunications, Manufacturing, Automotive & Transportation, Other Verticals, BFSI and Retail & eCommerce Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2022 through 2023 and % CAGR
    • TABLE 103: France 8-Year Perspective for Automated Machine Learning (AutoML) by Vertical - Percentage Breakdown of Value Sales for Healthcare & Life Sciences, IT & ITeS, Telecommunications, Manufacturing, Automotive & Transportation, Other Verticals, BFSI and Retail & eCommerce for the Years 2022, 2025 & 2030
    • TABLE 104: France Recent Past, Current & Future Analysis for Automated Machine Learning (AutoML) by Application - Data Processing, Feature Engineering, Model Selection, Model Ensembling and Other Applications - Independent Analysis of Annual Sales in US$ Thousand for the Years 2024 through 2030 and % CAGR
    • TABLE 105: France Historic Review for Automated Machine Learning (AutoML) by Application - Data Processing, Feature Engineering, Model Selection, Model Ensembling and Other Applications Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2022 through 2023 and % CAGR
    • TABLE 106: France 8-Year Perspective for Automated Machine Learning (AutoML) by Application - Percentage Breakdown of Value Sales for Data Processing, Feature Engineering, Model Selection, Model Ensembling and Other Applications for the Years 2022, 2025 & 2030
  • GERMANY
    • Automated Machine Learning (AutoML) Market Presence - Strong/Active/Niche/Trivial - Key Competitors in Germany for 2025 (E)
    • TABLE 107: Germany Recent Past, Current & Future Analysis for Automated Machine Learning (AutoML) by Component - Solutions and Services - Independent Analysis of Annual Sales in US$ Thousand for the Years 2024 through 2030 and % CAGR
    • TABLE 108: Germany Historic Review for Automated Machine Learning (AutoML) by Component - Solutions and Services Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2022 through 2023 and % CAGR
    • TABLE 109: Germany 8-Year Perspective for Automated Machine Learning (AutoML) by Component - Percentage Breakdown of Value Sales for Solutions and Services for the Years 2022, 2025 & 2030
    • TABLE 110: Germany Recent Past, Current & Future Analysis for Automated Machine Learning (AutoML) by Vertical - Healthcare & Life Sciences, IT & ITeS, Telecommunications, Manufacturing, Automotive & Transportation, Other Verticals, BFSI and Retail & eCommerce - Independent Analysis of Annual Sales in US$ Thousand for the Years 2024 through 2030 and % CAGR
    • TABLE 111: Germany Historic Review for Automated Machine Learning (AutoML) by Vertical - Healthcare & Life Sciences, IT & ITeS, Telecommunications, Manufacturing, Automotive & Transportation, Other Verticals, BFSI and Retail & eCommerce Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2022 through 2023 and % CAGR
    • TABLE 112: Germany 8-Year Perspective for Automated Machine Learning (AutoML) by Vertical - Percentage Breakdown of Value Sales for Healthcare & Life Sciences, IT & ITeS, Telecommunications, Manufacturing, Automotive & Transportation, Other Verticals, BFSI and Retail & eCommerce for the Years 2022, 2025 & 2030
    • TABLE 113: Germany Recent Past, Current & Future Analysis for Automated Machine Learning (AutoML) by Application - Data Processing, Feature Engineering, Model Selection, Model Ensembling and Other Applications - Independent Analysis of Annual Sales in US$ Thousand for the Years 2024 through 2030 and % CAGR
    • TABLE 114: Germany Historic Review for Automated Machine Learning (AutoML) by Application - Data Processing, Feature Engineering, Model Selection, Model Ensembling and Other Applications Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2022 through 2023 and % CAGR
    • TABLE 115: Germany 8-Year Perspective for Automated Machine Learning (AutoML) by Application - Percentage Breakdown of Value Sales for Data Processing, Feature Engineering, Model Selection, Model Ensembling and Other Applications for the Years 2022, 2025 & 2030
  • ITALY
    • TABLE 116: Italy Recent Past, Current & Future Analysis for Automated Machine Learning (AutoML) by Component - Solutions and Services - Independent Analysis of Annual Sales in US$ Thousand for the Years 2024 through 2030 and % CAGR
    • TABLE 117: Italy Historic Review for Automated Machine Learning (AutoML) by Component - Solutions and Services Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2022 through 2023 and % CAGR
    • TABLE 118: Italy 8-Year Perspective for Automated Machine Learning (AutoML) by Component - Percentage Breakdown of Value Sales for Solutions and Services for the Years 2022, 2025 & 2030
    • TABLE 119: Italy Recent Past, Current & Future Analysis for Automated Machine Learning (AutoML) by Vertical - Healthcare & Life Sciences, IT & ITeS, Telecommunications, Manufacturing, Automotive & Transportation, Other Verticals, BFSI and Retail & eCommerce - Independent Analysis of Annual Sales in US$ Thousand for the Years 2024 through 2030 and % CAGR
    • TABLE 120: Italy Historic Review for Automated Machine Learning (AutoML) by Vertical - Healthcare & Life Sciences, IT & ITeS, Telecommunications, Manufacturing, Automotive & Transportation, Other Verticals, BFSI and Retail & eCommerce Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2022 through 2023 and % CAGR
    • TABLE 121: Italy 8-Year Perspective for Automated Machine Learning (AutoML) by Vertical - Percentage Breakdown of Value Sales for Healthcare & Life Sciences, IT & ITeS, Telecommunications, Manufacturing, Automotive & Transportation, Other Verticals, BFSI and Retail & eCommerce for the Years 2022, 2025 & 2030
    • TABLE 122: Italy Recent Past, Current & Future Analysis for Automated Machine Learning (AutoML) by Application - Data Processing, Feature Engineering, Model Selection, Model Ensembling and Other Applications - Independent Analysis of Annual Sales in US$ Thousand for the Years 2024 through 2030 and % CAGR
    • TABLE 123: Italy Historic Review for Automated Machine Learning (AutoML) by Application - Data Processing, Feature Engineering, Model Selection, Model Ensembling and Other Applications Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2022 through 2023 and % CAGR
    • TABLE 124: Italy 8-Year Perspective for Automated Machine Learning (AutoML) by Application - Percentage Breakdown of Value Sales for Data Processing, Feature Engineering, Model Selection, Model Ensembling and Other Applications for the Years 2022, 2025 & 2030
  • UNITED KINGDOM
    • Automated Machine Learning (AutoML) Market Presence - Strong/Active/Niche/Trivial - Key Competitors in the United Kingdom for 2025 (E)
    • TABLE 125: UK Recent Past, Current & Future Analysis for Automated Machine Learning (AutoML) by Component - Solutions and Services - Independent Analysis of Annual Sales in US$ Thousand for the Years 2024 through 2030 and % CAGR
    • TABLE 126: UK Historic Review for Automated Machine Learning (AutoML) by Component - Solutions and Services Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2022 through 2023 and % CAGR
    • TABLE 127: UK 8-Year Perspective for Automated Machine Learning (AutoML) by Component - Percentage Breakdown of Value Sales for Solutions and Services for the Years 2022, 2025 & 2030
    • TABLE 128: UK Recent Past, Current & Future Analysis for Automated Machine Learning (AutoML) by Vertical - Healthcare & Life Sciences, IT & ITeS, Telecommunications, Manufacturing, Automotive & Transportation, Other Verticals, BFSI and Retail & eCommerce - Independent Analysis of Annual Sales in US$ Thousand for the Years 2024 through 2030 and % CAGR
    • TABLE 129: UK Historic Review for Automated Machine Learning (AutoML) by Vertical - Healthcare & Life Sciences, IT & ITeS, Telecommunications, Manufacturing, Automotive & Transportation, Other Verticals, BFSI and Retail & eCommerce Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2022 through 2023 and % CAGR
    • TABLE 130: UK 8-Year Perspective for Automated Machine Learning (AutoML) by Vertical - Percentage Breakdown of Value Sales for Healthcare & Life Sciences, IT & ITeS, Telecommunications, Manufacturing, Automotive & Transportation, Other Verticals, BFSI and Retail & eCommerce for the Years 2022, 2025 & 2030
    • TABLE 131: UK Recent Past, Current & Future Analysis for Automated Machine Learning (AutoML) by Application - Data Processing, Feature Engineering, Model Selection, Model Ensembling and Other Applications - Independent Analysis of Annual Sales in US$ Thousand for the Years 2024 through 2030 and % CAGR
    • TABLE 132: UK Historic Review for Automated Machine Learning (AutoML) by Application - Data Processing, Feature Engineering, Model Selection, Model Ensembling and Other Applications Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2022 through 2023 and % CAGR
    • TABLE 133: UK 8-Year Perspective for Automated Machine Learning (AutoML) by Application - Percentage Breakdown of Value Sales for Data Processing, Feature Engineering, Model Selection, Model Ensembling and Other Applications for the Years 2022, 2025 & 2030
  • REST OF EUROPE
    • TABLE 134: Rest of Europe Recent Past, Current & Future Analysis for Automated Machine Learning (AutoML) by Component - Solutions and Services - Independent Analysis of Annual Sales in US$ Thousand for the Years 2024 through 2030 and % CAGR
    • TABLE 135: Rest of Europe Historic Review for Automated Machine Learning (AutoML) by Component - Solutions and Services Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2022 through 2023 and % CAGR
    • TABLE 136: Rest of Europe 8-Year Perspective for Automated Machine Learning (AutoML) by Component - Percentage Breakdown of Value Sales for Solutions and Services for the Years 2022, 2025 & 2030
    • TABLE 137: Rest of Europe Recent Past, Current & Future Analysis for Automated Machine Learning (AutoML) by Vertical - Healthcare & Life Sciences, IT & ITeS, Telecommunications, Manufacturing, Automotive & Transportation, Other Verticals, BFSI and Retail & eCommerce - Independent Analysis of Annual Sales in US$ Thousand for the Years 2024 through 2030 and % CAGR
    • TABLE 138: Rest of Europe Historic Review for Automated Machine Learning (AutoML) by Vertical - Healthcare & Life Sciences, IT & ITeS, Telecommunications, Manufacturing, Automotive & Transportation, Other Verticals, BFSI and Retail & eCommerce Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2022 through 2023 and % CAGR
    • TABLE 139: Rest of Europe 8-Year Perspective for Automated Machine Learning (AutoML) by Vertical - Percentage Breakdown of Value Sales for Healthcare & Life Sciences, IT & ITeS, Telecommunications, Manufacturing, Automotive & Transportation, Other Verticals, BFSI and Retail & eCommerce for the Years 2022, 2025 & 2030
    • TABLE 140: Rest of Europe Recent Past, Current & Future Analysis for Automated Machine Learning (AutoML) by Application - Data Processing, Feature Engineering, Model Selection, Model Ensembling and Other Applications - Independent Analysis of Annual Sales in US$ Thousand for the Years 2024 through 2030 and % CAGR
    • TABLE 141: Rest of Europe Historic Review for Automated Machine Learning (AutoML) by Application - Data Processing, Feature Engineering, Model Selection, Model Ensembling and Other Applications Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2022 through 2023 and % CAGR
    • TABLE 142: Rest of Europe 8-Year Perspective for Automated Machine Learning (AutoML) by Application - Percentage Breakdown of Value Sales for Data Processing, Feature Engineering, Model Selection, Model Ensembling and Other Applications for the Years 2022, 2025 & 2030
  • ASIA-PACIFIC
    • Automated Machine Learning (AutoML) Market Presence - Strong/Active/Niche/Trivial - Key Competitors in Asia-Pacific for 2025 (E)
    • TABLE 143: Asia-Pacific Recent Past, Current & Future Analysis for Automated Machine Learning (AutoML) by Component - Solutions and Services - Independent Analysis of Annual Sales in US$ Thousand for the Years 2024 through 2030 and % CAGR
    • TABLE 144: Asia-Pacific Historic Review for Automated Machine Learning (AutoML) by Component - Solutions and Services Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2022 through 2023 and % CAGR
    • TABLE 145: Asia-Pacific 8-Year Perspective for Automated Machine Learning (AutoML) by Component - Percentage Breakdown of Value Sales for Solutions and Services for the Years 2022, 2025 & 2030
    • TABLE 146: Asia-Pacific Recent Past, Current & Future Analysis for Automated Machine Learning (AutoML) by Vertical - Healthcare & Life Sciences, IT & ITeS, Telecommunications, Manufacturing, Automotive & Transportation, Other Verticals, BFSI and Retail & eCommerce - Independent Analysis of Annual Sales in US$ Thousand for the Years 2024 through 2030 and % CAGR
    • TABLE 147: Asia-Pacific Historic Review for Automated Machine Learning (AutoML) by Vertical - Healthcare & Life Sciences, IT & ITeS, Telecommunications, Manufacturing, Automotive & Transportation, Other Verticals, BFSI and Retail & eCommerce Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2022 through 2023 and % CAGR
    • TABLE 148: Asia-Pacific 8-Year Perspective for Automated Machine Learning (AutoML) by Vertical - Percentage Breakdown of Value Sales for Healthcare & Life Sciences, IT & ITeS, Telecommunications, Manufacturing, Automotive & Transportation, Other Verticals, BFSI and Retail & eCommerce for the Years 2022, 2025 & 2030
    • TABLE 149: Asia-Pacific Recent Past, Current & Future Analysis for Automated Machine Learning (AutoML) by Application - Data Processing, Feature Engineering, Model Selection, Model Ensembling and Other Applications - Independent Analysis of Annual Sales in US$ Thousand for the Years 2024 through 2030 and % CAGR
    • TABLE 150: Asia-Pacific Historic Review for Automated Machine Learning (AutoML) by Application - Data Processing, Feature Engineering, Model Selection, Model Ensembling and Other Applications Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2022 through 2023 and % CAGR
    • TABLE 151: Asia-Pacific 8-Year Perspective for Automated Machine Learning (AutoML) by Application - Percentage Breakdown of Value Sales for Data Processing, Feature Engineering, Model Selection, Model Ensembling and Other Applications for the Years 2022, 2025 & 2030
  • REST OF WORLD
    • TABLE 152: Rest of World Recent Past, Current & Future Analysis for Automated Machine Learning (AutoML) by Component - Solutions and Services - Independent Analysis of Annual Sales in US$ Thousand for the Years 2024 through 2030 and % CAGR
    • TABLE 153: Rest of World Historic Review for Automated Machine Learning (AutoML) by Component - Solutions and Services Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2022 through 2023 and % CAGR
    • TABLE 154: Rest of World 8-Year Perspective for Automated Machine Learning (AutoML) by Component - Percentage Breakdown of Value Sales for Solutions and Services for the Years 2022, 2025 & 2030
    • TABLE 155: Rest of World Recent Past, Current & Future Analysis for Automated Machine Learning (AutoML) by Vertical - Healthcare & Life Sciences, IT & ITeS, Telecommunications, Manufacturing, Automotive & Transportation, Other Verticals, BFSI and Retail & eCommerce - Independent Analysis of Annual Sales in US$ Thousand for the Years 2024 through 2030 and % CAGR
    • TABLE 156: Rest of World Historic Review for Automated Machine Learning (AutoML) by Vertical - Healthcare & Life Sciences, IT & ITeS, Telecommunications, Manufacturing, Automotive & Transportation, Other Verticals, BFSI and Retail & eCommerce Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2022 through 2023 and % CAGR
    • TABLE 157: Rest of World 8-Year Perspective for Automated Machine Learning (AutoML) by Vertical - Percentage Breakdown of Value Sales for Healthcare & Life Sciences, IT & ITeS, Telecommunications, Manufacturing, Automotive & Transportation, Other Verticals, BFSI and Retail & eCommerce for the Years 2022, 2025 & 2030
    • TABLE 158: Rest of World Recent Past, Current & Future Analysis for Automated Machine Learning (AutoML) by Application - Data Processing, Feature Engineering, Model Selection, Model Ensembling and Other Applications - Independent Analysis of Annual Sales in US$ Thousand for the Years 2024 through 2030 and % CAGR
    • TABLE 159: Rest of World Historic Review for Automated Machine Learning (AutoML) by Application - Data Processing, Feature Engineering, Model Selection, Model Ensembling and Other Applications Markets - Independent Analysis of Annual Sales in US$ Thousand for Years 2022 through 2023 and % CAGR
    • TABLE 160: Rest of World 8-Year Perspective for Automated Machine Learning (AutoML) by Application - Percentage Breakdown of Value Sales for Data Processing, Feature Engineering, Model Selection, Model Ensembling and Other Applications for the Years 2022, 2025 & 2030

IV. COMPETITION