全球人工智能训练数据集市场研究报告 - 行业分析、规模、份额、增长、趋势及2023年至2030年预测

预计到2030年，全球人工智能训练数据集市场需求将从2022年的27.3亿美元达到近144亿美元，2023-2030年的复合年增长率为23.1%。

人工智能训练数据集是用于训练人工智能（AI）模型或算法的数据集合。它是人工智能系统学习模式、进行预测或执行特定任务的输入。训练数据集的质量和相关性在很大程度上影响着人工智能模型的性能和准确性。

市场动态：

人工智能在医疗保健、金融、零售、制造和运输等各行各业的广泛应用推动了对训练数据集的需求。随着越来越多的企业认识到人工智能在推动创新、优化流程和获得竞争优势方面的潜力，对高质量训练数据的需求变得至关重要。人工智能模型目前正针对专业和细分领域进行开发，例如医疗诊断、自动驾驶汽车、自然语言处理和工业自动化。这些领域需要特定领域的训练数据集，以捕捉各自领域的独特特征、挑战和细微差别。企业越来越多地寻求符合隐私法规的训练数据，以确保在人工智能模型开发中以道德和负责任的方式使用数据。众包平台和在线社区已成为训练数据生成和注释的宝贵来源。众包的协作性质使得大规模访问各种数据集成为可能。这些因素共同促进了人工智能训练数据集市场的增长和发展。高质量、多样化和精心整理的训练数据集的可用性对于推动人工智能在各行业和领域的发展和部署至关重要。

研究涵盖波特五力模型、市场吸引力分析和价值链分析。这些工具有助于清晰了解行业结构，评估全球竞争吸引力。此外，这些工具还对全球ai培训数据集市场的各个细分市场进行了全面评估。ai培训数据集行业的增长和趋势为本研究提供了整体方法。

区域分析：

该部分涵盖了区域前景，突出了北美、欧洲、亚太、拉美、中东和非洲地区人工智能培训数据集市场的当前和未来需求。此外，该部分还重点关注所有主要地区各个应用领域的需求、估计和预测。

该研究还涵盖了市场主要参与者的综合概况以及全球竞争格局的深入分析。人工智能训练数据集市场的主要参与者包括Google, LLC (Kaggle)、Appen Limited、Cogito Tech LLC、Lionbridge Technologies, Inc.、Amazon Web Services, Inc.、Microsoft Corporation、Scale AI; Inc.、Samasource Inc.、Alegion、Deep Vision Data。本部分包括竞争格局的整体视图，其中包括各种战略发展，如关键并购、未来能力、合作伙伴关系、财务概况、合作、新产品开发、新产品发布和其他发展。

如果您有任何定制要求，请联系我们。我们的研究团队可以根据您的需求提供定制服务。

目 录

第一章：前言

• 说明
  • 目标
  • 目标受众
  • 独特销售主张（USP）和产品
• 研究范围
• 研究方法
  • 市场调研流程
  • 市场调研方法

第二章：执行摘要

• 市场亮点
• 全球市场概况

第三章：人工智能训练数据集-行业分析

• 简介 - 市场动态
• 市场驱动因素
• 市场限制因素
• 市场机会
• 行业趋势
• 波特五力分析
• 市场吸引力分析
  • 按类型分類的市场吸引力分析
  • 按垂直行业的市场吸引力分析
  • 市场吸引力分析：按地区

第四章：价值链分析

• 价值链分析
• 原材料分析
  • 原材料清单
  • 原材料制造商列表
  • 主要原材料价格走势
• 潜在买家名单
• 营销渠道
  • 直接营销
  • 间接营销
  • 营销渠道发展趋势

第五章：全球人工智能训练数据集市场分析：按类型划分

• 类型概述
• 历史和预测数据
• 按类型分析
• 文本
• 图像/视频
• 音频

第六章：全球人工智能训练数据集市场分析：按垂直行业分类

• 垂直行业概述
• 历史和预测数据
• 垂直行业分析
• 信息技术
• 汽车
• 医疗保健
• 医疗保健
• 零售和电子商务
• 零售和电子商务
• 其他行业

第七章 ：全球人工智能培训数据集市场分析：按地域划分

• 地区前景
• 地区介绍
• 北美销售分析
  • 概述、历史和预测数据 销售分析
  • 北美细分市场销售分析
  • 北美各国销售分析
  • 美国销售分析
  • 加拿大销售分析
  • 墨西哥销售分析
• 欧洲销售分析
  • 概述、历史和预测数据 销售分析
  • 欧洲销售分析
  • 欧洲各国销售分析
  • 英国销售分析
  • 法国销售分析
  • 德国销售分析
  • 意大利销售分析
  • 俄罗斯销售分析
  • 欧洲其他地区销售分析
• 亚太地区销售分析
  • 概述、历史和预测数据 销售分析
  • 亚太地区细分市场销售分析
  • 亚太地区各国销售分析
  • 中国销售分析
  • 印度销售分析
  • 日本销售分析
  • 韩国销售分析
  • 澳大利亚销售分析
  • 亚太其他地区销售分析
• 拉丁美洲销售分析
  • 概述、历史和预测数据 销售分析
  • 拉丁美洲各细分市场销售分析
  • 拉丁美洲各国销售分析
  • 巴西销售分析
  • 阿根廷销售分析
  • 秘鲁销售分析
  • 智利销售分析
  • 拉丁美洲其他地区销售分析
• 中东和非洲销售分析
  • 概述、历史和预测数据 销售分析
  • 中东及非洲地区销售分析
  • 中东及非洲国家销售分析
  • 沙特阿拉伯销售分析
  • 阿联酋销售分析
  • 以色列销售分析
  • 南非销售分析
  • 中东及非洲其他地区销售分析

第八章 : AI培训数据集企业竞争格局

• 人工智能训练数据集市场竞争
• 伙伴关系/合作/协议
• 合并与收购
• 新产品发布
• 其他发展

第九章 : 公司概况

• 顶级公司市场份额分析
• 市场集中度
• Google LLC (Kaggle)
  • 公司概况
  • 公司收入
  • 产品
  • 近期发展
• Appen Limited
  • 公司概况
  • 公司收入
  • 产品
  • 近期发展
• Cogito Tech LLC
  • 公司概况
  • 公司收入
  • 产品
  • 近期发展
• Lionbridge Technologies Inc.
  • 公司概况
  • 公司收入
  • 产品
  • 近期发展
• Amazon Web Services Inc.
  • 公司概况
  • 公司收入
  • 产品
  • 近期发展
• Microsoft Corporation
  • 公司概况
  • 公司收入
  • 产品
  • 近期发展
• Scale AI Inc.
  • 公司概况
  • 公司收入
  • 产品
  • 近期发展
• Samasource Inc.
  • 公司概况
  • 公司收入
  • 产品
  • 近期发展
• Alegion
  • 公司概况
  • 公司收入
  • 产品
  • 近期发展
• Deep Vision Data.
  • 公司概况
  • 公司收入
  • 产品
  • 近期发展

注-在公司概况中，财务细节和近期发展视情况而定，如果是私营公司则可能不包括在内。

The global demand for AI Training Dataset Market is presumed to reach the market size of nearly USD 14.4 BN by 2030 from USD 2.73 BN in 2022 with a CAGR of 23.1% under the study period 2023 - 2030.

An AI training dataset is a collection of data that is used to train an artificial intelligence (AI) model or algorithm. It serves as the input for the AI system to learn patterns, make predictions, or perform specific tasks. The quality and relevance of the training dataset significantly influence the performance and accuracy of the AI model.

MARKET DYNAMICS:

The widespread adoption of AI across various industries, including healthcare, finance, retail, manufacturing, and transportation, drives the demand for training datasets. As more organizations recognize the potential of AI to drive innovation, optimize processes, and gain competitive advantages, the need for high-quality training data becomes paramount. AI models are now being developed for specialized and niche domains, such as medical diagnosis, autonomous vehicles, natural language processing, and industrial automation. These domains require domain-specific training datasets that capture the unique characteristics, challenges, and nuances of the respective fields. Organizations are increasingly seeking training data that is compliant with privacy regulations to ensure the ethical and responsible use of data in AI model development. Crowdsourcing platforms and online communities have emerged as valuable sources for training data generation and annotation. The collaborative nature of crowdsourcing enables access to diverse datasets at scale. These factors collectively contribute to the growth and development of the AI training dataset market. The availability of high-quality, diverse, and well-curated training datasets is essential to drive the advancement and deployment of AI across industries and domains.

The research covers Porter's Five Forces Model, Market Attractiveness Analysis, and Value Chain analysis. These tools help to get a clear picture of the industry's structure and evaluate the competition attractiveness at a global level. Additionally, these tools also give an inclusive assessment of each segment in the global market of ai training dataset. The growth and trends of ai training dataset industry provide a holistic approach to this study.

MARKET SEGMENTATION:

This section of the ai training dataset market provides detailed data on the segments at country and regional level, thereby assisting the strategist in identifying the target demographics for the respective product or services with the upcoming opportunities.

By Type

• Text
• Image/Video
• Audio

By Vertical

• IT
• Automotive
• Government
• Healthcare
• Bfsi
• Retail & E-Commerce
• Others

REGIONAL ANALYSIS:

This section covers the regional outlook, which accentuates current and future demand for the AI Training Dataset market across North America, Europe, Asia-Pacific, Latin America, and Middle East & Africa. Further, the focuses on demand, estimation, and forecast for individual application segments across all the prominent regions.

The research also covers the comprehensive profiles of the key players in the market and an in-depth view of the competitive landscape worldwide. The major players in the AI training dataset market include Google, LLC (Kaggle); Appen Limited; Cogito Tech LLC; Lionbridge Technologies, Inc.; Amazon Web Services, Inc.; Microsoft Corporation; Scale AI; Inc.; Samasource Inc.; Alegion; Deep Vision Data. This section consists of a holistic view of the competitive landscape that includes various strategic developments such as key mergers & acquisitions, future capacities, partnerships, financial overviews, collaborations, new product developments, new product launches, and other developments.

In case you have any custom requirements, do write to us. Our research team can offer a customized as per your need.

TABLE OF CONTENTS

1 . PREFACE

• 1.1. Description
  • 1.1.1. Objective
  • 1.1.2. Target Audience
  • 1.1.3. Unique Selling Proposition (USP) & offerings
• 1.2. Research Scope
• 1.3. Research Methodology
  • 1.3.1. Market Research Process
  • 1.3.2. Market Research Methodology

2 . EXECUTIVE SUMMARY

• 2.1. Highlights of Market
• 2.2. Global Market Snapshot

3 . AI TRAINING DATASET - INDUSTRY ANALYSIS

• 3.1. Introduction - Market Dynamics
• 3.2. Market Drivers
• 3.3. Market Restraints
• 3.4. Opportunities
• 3.5. Industry Trends
• 3.6. Porter's Five Force Analysis
• 3.7. Market Attractiveness Analysis
  • 3.7.1 Market Attractiveness Analysis By Type
  • 3.7.2 Market Attractiveness Analysis By Vertical
  • 3.7.3 Market Attractiveness Analysis By Region

4 . VALUE CHAIN ANALYSIS

• 4.1. Value Chain Analysis
• 4.2. Raw Material Analysis
  • 4.2.1. List of Raw Materials
  • 4.2.2. Raw Material Manufactures List
  • 4.2.3. Price Trend of Key Raw Materials
• 4.3. List of Potential Buyers
• 4.4. Marketing Channel
  • 4.4.1. Direct Marketing
  • 4.4.2. Indirect Marketing
  • 4.4.3. Marketing Channel Development Trend

5 . GLOBAL AI TRAINING DATASET MARKET ANALYSIS BY TYPE

• 5.1 Overview by Type
• 5.2 Historical and Forecast Data
• 5.3 Analysis by Type
• 5.4 Text Historic and Forecast Sales by Regions
• 5.5 Image/Video Historic and Forecast Sales by Regions
• 5.6 Audio Historic and Forecast Sales by Regions

6 . GLOBAL AI TRAINING DATASET MARKET ANALYSIS BY VERTICAL

• 6.1 Overview by Vertical
• 6.2 Historical and Forecast Data
• 6.3 Analysis by Vertical
• 6.4 IT Historic and Forecast Sales by Regions
• 6.5 Automotive Historic and Forecast Sales by Regions
• 6.6 Government Historic and Forecast Sales by Regions
• 6.7 Healthcare Historic and Forecast Sales by Regions
• 6.8 BFSI Historic and Forecast Sales by Regions
• 6.9 Retail & E-commerce Historic and Forecast Sales by Regions
• 6.10. Others Historic and Forecast Sales by Regions

7 . GLOBAL AI TRAINING DATASET MARKET ANALYSIS BY GEOGRAPHY

• 7.1. Regional Outlook
• 7.2. Introduction
• 7.3. North America Sales Analysis
  • 7.3.1. Overview, Historic and Forecast Data Sales Analysis
  • 7.3.2. North America By Segment Sales Analysis
  • 7.3.3. North America By Country Sales Analysis
  • 7.3.4. United State Sales Analysis
  • 7.3.5. Canada Sales Analysis
  • 7.3.6. Mexico Sales Analysis
• 7.4. Europe Sales Analysis
  • 7.4.1. Overview, Historic and Forecast Data Sales Analysis
  • 7.4.2. Europe by Segment Sales Analysis
  • 7.4.3. Europe by Country Sales Analysis
  • 7.4.4. United Kingdom Sales Analysis
  • 7.4.5. France Sales Analysis
  • 7.4.6. Germany Sales Analysis
  • 7.4.7. Italy Sales Analysis
  • 7.4.8. Russia Sales Analysis
  • 7.4.9. Rest Of Europe Sales Analysis
• 7.5. Asia Pacific Sales Analysis
  • 7.5.1. Overview, Historic and Forecast Data Sales Analysis
  • 7.5.2. Asia Pacific by Segment Sales Analysis
  • 7.5.3. Asia Pacific by Country Sales Analysis
  • 7.5.4. China Sales Analysis
  • 7.5.5. India Sales Analysis
  • 7.5.6. Japan Sales Analysis
  • 7.5.7. South Korea Sales Analysis
  • 7.5.8. Australia Sales Analysis
  • 7.5.9. Rest Of Asia Pacific Sales Analysis
• 7.6. Latin America Sales Analysis
  • 7.6.1. Overview, Historic and Forecast Data Sales Analysis
  • 7.6.2. Latin America by Segment Sales Analysis
  • 7.6.3. Latin America by Country Sales Analysis
  • 7.6.4. Brazil Sales Analysis
  • 7.6.5. Argentina Sales Analysis
  • 7.6.6. Peru Sales Analysis
  • 7.6.7. Chile Sales Analysis
  • 7.6.8. Rest of Latin America Sales Analysis
• 7.7. Middle East & Africa Sales Analysis
  • 7.7.1. Overview, Historic and Forecast Data Sales Analysis
  • 7.7.2. Middle East & Africa by Segment Sales Analysis
  • 7.7.3. Middle East & Africa by Country Sales Analysis
  • 7.7.4. Saudi Arabia Sales Analysis
  • 7.7.5. UAE Sales Analysis
  • 7.7.6. Israel Sales Analysis
  • 7.7.7. South Africa Sales Analysis
  • 7.7.8. Rest Of Middle East And Africa Sales Analysis

8 . COMPETITIVE LANDSCAPE OF THE AI TRAINING DATASET COMPANIES

• 8.1. Ai Training Dataset Market Competition
• 8.2. Partnership/Collaboration/Agreement
• 8.3. Merger And Acquisitions
• 8.4. New Product Launch
• 8.5. Other Developments

9 . COMPANY PROFILES OF AI TRAINING DATASET INDUSTRY

• 9.1. Top Companies Market Share Analysis
• 9.2. Market Concentration Rate
• 9.3. Google LLC (Kaggle)
  • 9.3.1. Company Overview
  • 9.3.2. Company Revenue
  • 9.3.3. Products
  • 9.3.4. Recent Developments
• 9.4. Appen Limited
  • 9.4.1. Company Overview
  • 9.4.2. Company Revenue
  • 9.4.3. Products
  • 9.4.4. Recent Developments
• 9.5. Cogito Tech LLC
  • 9.5.1. Company Overview
  • 9.5.2. Company Revenue
  • 9.5.3. Products
  • 9.5.4. Recent Developments
• 9.6. Lionbridge Technologies Inc.
  • 9.6.1. Company Overview
  • 9.6.2. Company Revenue
  • 9.6.3. Products
  • 9.6.4. Recent Developments
• 9.7. Amazon Web Services Inc.
  • 9.7.1. Company Overview
  • 9.7.2. Company Revenue
  • 9.7.3. Products
  • 9.7.4. Recent Developments
• 9.8. Microsoft Corporation
  • 9.8.1. Company Overview
  • 9.8.2. Company Revenue
  • 9.8.3. Products
  • 9.8.4. Recent Developments
• 9.9. Scale AI Inc.
  • 9.9.1. Company Overview
  • 9.9.2. Company Revenue
  • 9.9.3. Products
  • 9.9.4. Recent Developments
• 9.10. Samasource Inc.
  • 9.10.1. Company Overview
  • 9.10.2. Company Revenue
  • 9.10.3. Products
  • 9.10.4. Recent Developments
• 9.11. Alegion
  • 9.11.1. Company Overview
  • 9.11.2. Company Revenue
  • 9.11.3. Products
  • 9.11.4. Recent Developments
• 9.12. Deep Vision Data.
  • 9.12.1. Company Overview
  • 9.12.2. Company Revenue
  • 9.12.3. Products
  • 9.12.4. Recent Developments

Note - in company profiling, financial details and recent development are subject to availability or might not be covered in case of private companies

LIST OF TABLES

• Market Snapshot
• Drivers : Impact Analysis
• Restraints : Impact Analysis
• List of Raw Material
• List of Raw Material Manufactures
• List of Potential Buyers
• Analysis by Type (USD MN)
• Text Market Sales by Geography (USD MN)
• Image/Video Market Sales by Geography (USD MN)
• Audio Market Sales by Geography (USD MN)
• Analysis Market by Vertical (USD MN)
• IT Market Sales by Geography (USD MN)
• Automotive Market Sales by Geography (USD MN)
• Government Market Sales by Geography (USD MN)
• Healthcare Market Sales by Geography (USD MN)
• BFSI Market Sales by Geography (USD MN)
• Retail & E-commerce Market Sales by Geography (USD MN)
• Others Market Sales by Geography (USD MN)
• Global Ai Training Dataset Market Sales by Geography (USD MN)
• North America Market Analysis (USD MN)
• United State Market Analysis (USD MN)
• Canada Market Analysis (USD MN)
• Mexico Market Analysis (USD MN)
• Europe Market Analysis (USD MN)
• Europe Market Estimate by Country (USD MN)
• United Kingdom Market Analysis (USD MN)
• France Market Analysis (USD MN)
• Germany Market Analysis (USD MN)
• Italy Market Analysis (USD MN)
• Russia Market Analysis (USD MN)
• Spain Market Analysis (USD MN)
• Rest of Europe Market Analysis (USD MN)
• Asia Pacific Market Analysis (USD MN)
• China Market Analysis (USD MN)
• Japan Market Analysis (USD MN)
• India Market Analysis (USD MN)
• South Korea Market Analysis (USD MN)
• Australia Market Analysis (USD MN)
• Rest of Asia Pacific Market Analysis (USD MN)
• Latin America Market Analysis (USD MN)
• Brazil Market Analysis (USD MN)
• Argentina Market Analysis (USD MN)
• Peru Market Analysis (USD MN)
• Chile Market Analysis (USD MN)
• Rest of Latin America Market Analysis (USD MN)
• Middle East & Africa Market Analysis (USD MN)
• Saudi Arabia Market Analysis (USD MN)
• UAE Market Analysis (USD MN)
• Israel Market Analysis (USD MN)
• South Africa Market Analysis (USD MN)
• Rest of Middle East and Africa Market Analysis (USD MN)
• Partnership/Collaboration/Agreement
• Mergers And Acquisition

LIST OF FIGURES

• Research Scope of Ai Training Dataset
• Market Research Process
• Market Research Methodology
• Global Ai Training Dataset Market Size, by Region (USD MN)
• Porters Five Forces Analysis
• Market Attractiveness Analysis by Type
• Market Attractiveness Analysis by Vertical
• Market Attractiveness Analysis by Region
• Value Chain Analysis
• Global Market Analysis by Type (USD MN)
• Text Market Sales by Geography (USD MN)
• Image/Video Market Sales by Geography (USD MN)
• Audio Market Sales by Geography (USD MN)
• Global Market Analysis by Vertical (USD MN)
• IT Market Sales by Geography (USD MN)
• Automotive Market Sales by Geography (USD MN)
• Government Market Sales by Geography (USD MN)
• Healthcare Market Sales by Geography (USD MN)
• BFSI Market Sales by Geography (USD MN)
• Retail & E-commerce Market Sales by Geography (USD MN)
• Others Market Sales by Geography (USD MN)
• Global Market Sales (USD MN)
• North America Market Sales (USD MN)
• Europe Market Sales (USD MN)
• Asia Pacific Market Sales (USD MN)
• Latin America Market Sales (USD MN)
• Middle East & Africa Market Sales (USD MN)
• Recent Development in Industry
• Top Companies Market Share Analysis

Kindly note that the above listed are the basic tables and figures of the and are not limited to the TOC.