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自动机器学习市场：按应用、按产品、按垂直行业和按地区

Automated Machine Learning Market, By Application, By Offering, By Vertical, By Geography

出版日期: 2024年12月13日 | 出版商:

Coherent Market Insights | 英文 145 Pages | 商品交期: 2-3个工作天内

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简介目录

2024 年全球自动机器学习市场规模估计为 31.3 亿美元，预计到 2031 年将达到 492.3 亿美元，2024 年至 2031 年的复合年增长率为 48.2%。

报告范围		报告详细信息
基准年	2023	2024 年的市场规模	31.3亿美元
效能资料	2019 年至 2023 年	预测期	2024 年至 2031 年
预测期间 2024 年至 2031 年复合年增长率：	48.20％	2031 年价值预测	492.3亿美元

图。

近年来，在人工智慧和资料分析兴起的推动下，自动化机器学习市场经历了显着增长。自动化机器学习利用先进的演算法和技术来建构、测试和部署机器学习模型，同时减少人工干预。您可以利用机器学习来解决各种使用案例，而无需高级数学或程式设计专业知识。自动化机器学习平台可自动化端到端模型开发生命週期，这通常需要大规模资料处理、特征工程和超参数调整。这使得机器学习技术能够被更广泛的受众所使用，并加速了各行业对人工智慧的应用。由于自动化机器学习有助于解决人工智慧领域的人才短缺问题，并使复杂的机器学习过程变得高效且可扩展，预计市场将继续以强劲的速度成长。

市场动态

推动自动机器学习市场成长的关键因素是跨领域进阶资料分析的需求不断增长、机器学习专家的短缺日益严重，以及简化人工智慧主导的应用程式和服务部署的需求。然而，目前的自动化机器学习技术在处理复杂的企业需求方面面临局限性，并且在资料不足的情况下训练的模型存在偏差的风险。另一方面，云端基础的机器学习平台的日益普及以及自动化机器学习在垂直软体中的整合正在创造有利可图的机会。此外，人工智慧即服务解决方案的日益普及和边缘运算的出现也在推动需求。

本研究的主要特点

本报告对全球自动机器学习市场进行了详细分析，并提供了预测期（2024-2031）的市场规模和年复合成长率（CAGR%），假设 2023 年为基准年。

它还揭示了各个领域的潜在商机并解释了该市场的引人注目的投资提案矩阵。

它还提供了关于市场驱动因素、限制因素、机会、新产品发布和核准、市场趋势、区域前景以及主要企业采用的竞争策略的主要考察。

它根据公司亮点、产品系列、关键亮点、财务业绩和策略等参数，对全球自动机器学习市场的主要企业进行了概述。

研究涉及的主要企业包括 IBM、Oracle、Microsoft、ServiceNow、Google、百度、Alteryx、Salesforce、H2O.ai、Dataiku、阿里云、Akkio、dotData、SparkCognition 和 Mathworks。

本报告的见解将使负责人和公司经营团队能够就未来的产品发布、类型升级、市场扩张和行销策略做出明智的决策。

全球自动机器学习市场报告迎合了该行业的各个相关人员，例如投资者、供应商、产品製造商、经销商、新进业者和财务分析师。

相关人员可以透过用于分析全球自动机器学习市场的各种策略矩阵来促进决策。

Report Coverage	Report Details
Base Year:	2023	Market Size in 2024:	US$ 3.13 Bn
Historical Data for:	2019 To 2023	Forecast Period:	2024 To 2031
Forecast Period 2024 to 2031 CAGR:	48.20%	2031 Value Projection:	US$ 49.23 Bn

The automated machine learning market has seen significant growth in recent years driven by the rise of artificial intelligence and data analytics. Automated machine learning utilizes advanced algorithms and technologies to build, test and deploy machine learning models with minimum human intervention. It helps organizations leverage machine learning across various use cases without having expertise in advanced mathematics or programming. Automated ML platforms automate the end-to-end model development lifecycle which traditionally require extensive data processing, feature engineering and hyperparameter tuning. This has made machine learning technologies accessible to a wider audience and accelerates the adoption of AI across industries. The market is expected to continue its robust expansion as automated machine learning assists in tackling the talent crunch in AI fields and makes complex machine learning processes efficient and scalable.

Market Dynamics

The key factors fueling the growth of the automated machine learning market include the rising demand for advanced data analytics across sectors, growing shortage of machine learning experts, and the need for simplified deployment of AI-driven applications and services. However, limitations of current automated ML technologies in handling complex enterprise requirements and the risks of bias in models trained on insufficient data pose challenges. On the other hand, the growing adoption of cloud-based machine learning platforms and the integration of automated ML in vertical software are creating lucrative opportunities. Additionally, the increasing availability of AI-as-a-service solutions and the advent of edge computing boost the demand.

Key features of the study:

This report provides in-depth analysis of the global automated machine learning market, and provides market size (US$ Bn) and compound annual growth rate (CAGR%) for the forecast period (2024-2031), considering 2023 as the base year.

It elucidates potential revenue opportunities across different segments and explains attractive investment proposition matrices for this market.

This study also provides key insights about market drivers, restraints, opportunities, new product launches or approval, market trends, regional outlook, and competitive strategies adopted by key players.

It profiles key players in the global automated machine learning market based on the following parameters - company highlights, products portfolio, key highlights, financial performance, and strategies.

Key companies covered as a part of this study include IBM, Oracle, Microsoft, ServiceNow, Google, Baidu, Alteryx, Salesforce, H2O.ai, Dataiku, Alibaba Cloud, Akkio, dotData, SparkCognition, and Mathworks.

Insights from this report would allow marketers and the management authorities of the companies to make informed decisions regarding their future product launches, type up-gradation, market expansion, and marketing tactics.

The global automated machine learning market report caters to various stakeholders in this industry including investors, suppliers, product manufacturers, distributors, new entrants, and financial analysts.

Stakeholders would have ease in decision-making through various strategy matrices used in analyzing the global automated machine learning market.

Market Segmentation

By Application Insights (Revenue, USD Bn, 2019 - 2031)
- Data Processing
- Feature Engineering
- Model Selection
- Model Ensembling
- Others
By Offering Insights (Revenue, USD Bn, 2019 - 2031)
- Solution
- Services
By Vertical Insights (Revenue, USD Bn, 2019 - 2031)
- BFSI
- Retail & E-commerce
- Healthcare & Life Sciences
- IT & Ites
- Others
Regional Insights (Revenue, USD Bn, 2019 - 2031)
- North America
- U.S.
- Canada
- Latin America
- Brazil
- Argentina
- Mexico
- Rest of Latin America
- Europe
- Germany
- U.K.
- Spain
- France
- Italy
- Russia
- Rest of Europe
- Asia Pacific
- China
- India
- Japan
- Australia
- South Korea
- ASEAN
- Rest of Asia Pacific
- Middle East
- GCC Countries
- Israel
- Rest of Middle East
- Africa
- South Africa
- North Africa
- Central Africa
Key Players Insights
- IBM
- Oracle
- Microsoft
- ServiceNow
- Google
- Baidu
- Alteryx
- Salesforce
- H2O.ai
- Dataiku
- Alibaba Cloud
- Akkio
- dotData
- SparkCognition
- Mathworks

1. Research Objectives and Assumptions

Research Objectives
Assumptions
Abbreviations

2. Market Purview

Report Description
- Market Definition and Scope
Executive Summary
- Automated Machine Learning Market, By Application
- Automated Machine Learning Market, By Offering
- Automated Machine Learning Market, By Vertical
- Automated Machine Learning Market, By Region

3. Market Dynamics, Regulations, And Trends Analysis

Market Dynamics
Impact Analysis
Key Highlights
Regulatory Scenario
Product Launches/Approvals
PEST Analysis
PORTER's Analysis
Merger and Acquisition Scenario
Industry Trends

4. Automated Machine Learning Market, By Application, 2024-2031, (USD Bn)

Introduction
- Market Share Analysis, 2024 and 2031 (%)
- Y-o-Y Growth Analysis, 2019 - 2031
- Segment Trends
Data Processing
- Introduction
- Market Size and Forecast, and Y-o-Y Growth, 2019-2031, (USD Bn)
Feature Engineering
- Introduction
- Market Size and Forecast, and Y-o-Y Growth, 2019-2031, (USD Bn)
Model Selection
- Introduction
- Market Size and Forecast, and Y-o-Y Growth, 2019-2031, (USD Bn)
Model Ensembling
- Introduction
- Market Size and Forecast, and Y-o-Y Growth, 2019-2031, (USD Bn)
Others
- Introduction
- Market Size and Forecast, and Y-o-Y Growth, 2019-2031, (USD Bn)

5. Automated Machine Learning Market, By Offering, 2024-2031, (USD Bn)

Introduction
- Market Share Analysis, 2024 and 2031 (%)
- Y-o-Y Growth Analysis, 2019 - 2031
- Segment Trends
Solution
- Introduction
- Market Size and Forecast, and Y-o-Y Growth, 2019-2031, (USD Bn)
Services
- Introduction
- Market Size and Forecast, and Y-o-Y Growth, 2019-2031, (USD Bn)

6. Automated Machine Learning Market, By Vertical, 2024-2031, (USD Bn)

Introduction
- Market Share Analysis, 2024 and 2031 (%)
- Y-o-Y Growth Analysis, 2019 - 2031
- Segment Trends
BFSI
- Introduction
- Market Size and Forecast, and Y-o-Y Growth, 2019-2031, (USD Bn)
Retail & E-commerce
- Introduction
- Market Size and Forecast, and Y-o-Y Growth, 2019-2031, (USD Bn)
Healthcare & Life Sciences
- Introduction
- Market Size and Forecast, and Y-o-Y Growth, 2019-2031, (USD Bn)
IT & ITes
- Introduction
- Market Size and Forecast, and Y-o-Y Growth, 2019-2031, (USD Bn)
Others
- Introduction
- Market Size and Forecast, and Y-o-Y Growth, 2019-2031, (USD Bn)

7. Global Automated Machine Learning Market, By Region, 2024 - 2031, Value (USD Bn)

Introduction
- Market Share (%) Analysis, 2024,2027 & 2031, Value (USD Bn)
- Market Y-o-Y Growth Analysis (%), 2019 - 2031, Value (USD Bn)
- Regional Trends
North America
- Introduction
- Market Size and Forecast, By Application, 2019 - 2031, Value (USD Bn)
- Market Size and Forecast, By Offering, 2019 - 2031, Value (USD Bn)
- Market Size and Forecast, By Vertical, 2019 - 2031, Value (USD Bn)
- Market Size and Forecast, By Country, 2019 - 2031, Value (USD Bn)
  - U.S.
  - Canada
Latin America
- Introduction
- Market Size and Forecast, By Application, 2019 - 2031, Value (USD Bn)
- Market Size and Forecast, By Offering, 2019 - 2031, Value (USD Bn)
- Market Size and Forecast, By Vertical, 2019 - 2031, Value (USD Bn)
- Market Size and Forecast, By Country, 2019 - 2031, Value (USD Bn)
  - Brazil
  - Argentina
  - Mexico
  - Rest of Latin America
Europe
- Introduction
- Market Size and Forecast, By Application, 2019 - 2031, Value (USD Bn)
- Market Size and Forecast, By Offering, 2019 - 2031, Value (USD Bn)
- Market Size and Forecast, By Vertical, 2019 - 2031, Value (USD Bn)
- Market Size and Forecast, By Country, 2019 - 2031, Value (USD Bn)
  - Germany
  - U.K.
  - Spain
  - France
  - Italy
  - Russia
  - Rest of Europe
Asia Pacific
- Introduction
- Market Size and Forecast, By Application, 2019 - 2031, Value (USD Bn)
- Market Size and Forecast, By Offering, 2019 - 2031, Value (USD Bn)
- Market Size and Forecast, By Vertical, 2019 - 2031, Value (USD Bn)
- Market Size and Forecast, By Country, 2019 - 2031, Value (USD Bn)
  - China
  - India
  - Japan
  - Australia
  - South Korea
  - ASEAN
  - Rest of Asia Pacific
Middle East
- Introduction
- Market Size and Forecast, By Application, 2019 - 2031, Value (USD Bn)
- Market Size and Forecast, By Offering, 2019 - 2031, Value (USD Bn)
- Market Size and Forecast, By Vertical, 2019 - 2031, Value (USD Bn)
- Market Size and Forecast, By Country, 2019 - 2031, Value (USD Bn)
  - GCC Countries
  - Israel
  - Rest of Middle East
Africa
- Introduction
- Market Size and Forecast, By Application, 2019 - 2031, Value (USD Bn)
- Market Size and Forecast, By Offering, 2019 - 2031, Value (USD Bn)
- Market Size and Forecast, By Vertical, 2019 - 2031, Value (USD Bn)
- Market Size and Forecast, By Country, 2019 - 2031, Value (USD Bn)
  - South Africa
  - North Africa
  - Central Africa

8. Competitive Landscape

IBM
- Company Highlights
- Product Portfolio
- Key Developments
- Financial Performance
- Strategies
Oracle
- Company Highlights
- Product Portfolio
- Key Developments
- Financial Performance
- Strategies
Microsoft
- Company Highlights
- Product Portfolio
- Key Developments
- Financial Performance
- Strategies
ServiceNow
- Company Highlights
- Product Portfolio
- Key Developments
- Financial Performance
- Strategies
Google
- Company Highlights
- Product Portfolio
- Key Developments
- Financial Performance
- Strategies
Baidu
- Company Highlights
- Product Portfolio
- Key Developments
- Financial Performance
- Strategies
Alteryx
- Company Highlights
- Product Portfolio
- Key Developments
- Financial Performance
- Strategies
Salesforce
- Company Highlights
- Product Portfolio
- Key Developments
- Financial Performance
- Strategies
ai
- Company Highlights
- Product Portfolio
- Key Developments
- Financial Performance
- Strategies
Dataiku
- Company Highlights
- Product Portfolio
- Key Developments
- Financial Performance
- Strategies
Alibaba Cloud
- Company Highlights
- Product Portfolio
- Key Developments
- Financial Performance
- Strategies
Akkio
- Company Highlights
- Product Portfolio
- Key Developments
- Financial Performance
- Strategies
dotData
- Company Highlights
- Product Portfolio
- Key Developments
- Financial Performance
- Strategies
SparkCognition
- Company Highlights
- Product Portfolio
- Key Developments
- Financial Performance
- Strategies
Mathworks

9. Analyst Recommendations

Wheel of Fortune
Analyst View
Coherent Opportunity Map

10. References and Research Methodology

References
Research Methodology
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自动机器学习市场：按应用、按产品、按垂直行业和按地区