Chapter 1 Machine Learning in Education Market Overview
1.1 Machine Learning in Education Definition
1.2 Global Machine Learning in Education Market Size Status and Outlook (2017-2031)
1.3 Global Machine Learning in Education Market Size Comparison by Region (2017-2031)
1.4 Global Machine Learning in Education Market Size Comparison by Type (2017-2031)
1.5 Global Machine Learning in Education Market Size Comparison by Application (2017-2031)
1.6 Global Machine Learning in Education Market Size Comparison by Sales Channel (2017-2031)
1.7 Machine Learning in Education Market Dynamics
1.7.1 Market Drivers/Opportunities
1.7.2 Market Challenges/Risks
1.7.3 Market News (Mergers/Acquisitions/Expansion)
1.7.4 COVID-19 Impacts
1.7.5 Russia-Ukraine War Impacts
Chapter 2 Machine Learning in Education Market Segment Analysis by Player
2.1 Global Machine Learning in Education Sales and Market Share by Player (2020-2022)
2.2 Global Machine Learning in Education Revenue and Market Share by Player (2020-2022)
2.3 Global Machine Learning in Education Average Price by Player (2020-2022)
2.4 Players Competition Situation & Trends
2.5 Conclusion of Segment by Player
Chapter 3 Machine Learning in Education Market Segment Analysis by Type
3.1 Global Machine Learning in Education Market by Type
3.1.1 Deep Learning and Machine Learning
3.1.2 Natural Language Processing (NLP)
3.2 Global Machine Learning in Education Sales and Market Share by Type (2017-2022)
3.3 Global Machine Learning in Education Revenue and Market Share by Type (2017-2022)
3.4 Global Machine Learning in Education Average Price by Type (2017-2022)
3.5 Leading Players of Machine Learning in Education by Type in 2022
3.6 Conclusion of Segment by Type
Chapter 4 Machine Learning in Education Market Segment Analysis by Application
4.1 Global Machine Learning in Education Market by Application
4.1.1 Intelligent Tutoring Systems
4.1.2 Virtual Facilitators
4.1.3 Content Delivery Systems
4.1.4 Interactive Websites
4.1.5 Others
4.2 Global Machine Learning in Education Revenue and Market Share by Application (2017-2022)
4.3 Leading Consumers of Machine Learning in Education by Application in 2022
4.4 Conclusion of Segment by Application
Chapter 5 Machine Learning in Education Market Segment Analysis by Sales Channel
5.1 Global Machine Learning in Education Market by Sales Channel
5.1.1 Direct Channel
5.1.2 Distribution Channel
5.2 Global Machine Learning in Education Revenue and Market Share by Sales Channel (2017-2022)
5.3 Leading Distributors/Dealers of Machine Learning in Education by Sales Channel in 2022
5.4 Conclusion of Segment by Sales Channel
Chapter 6 Machine Learning in Education Market Segment Analysis by Region
6.1 Global Machine Learning in Education Market Size and CAGR by Region (2017-2031)
6.2 Global Machine Learning in Education Sales and Market Share by Region (2017-2022)
6.3 Global Machine Learning in Education Revenue and Market Share by Region (2017-2022)
6.4 North America
6.4.1 North America Market by Country
6.4.2 North America Machine Learning in Education Market Share by Type
6.4.3 North America Machine Learning in Education Market Share by Application
6.4.4 United States
6.4.5 Canada
6.4.6 Mexico
6.5 Europe
6.5.1 Europe Market by Country
6.5.2 Europe Machine Learning in Education Market Share by Type
6.5.3 Europe Machine Learning in Education Market Share by Application
6.5.4 Germany
6.5.5 UK
6.5.6 France
6.5.7 Italy
6.5.8 Russia
6.5.9 Spain
6.6 Asia-Pacific
6.6.1 Asia-Pacific Market by Country
6.6.2 Asia-Pacific Machine Learning in Education Market Share by Type
6.6.3 Asia-Pacific Machine Learning in Education Market Share by Application
6.6.4 China
6.6.5 Japan
6.6.6 Korea
6.6.7 India
6.6.8 Southeast Asia
6.6.9 Australia
6.7 South America
6.7.1 South America Market by Country
6.7.2 South America Machine Learning in Education Market Share by Type
6.7.3 South America Machine Learning in Education Market Share by Application
6.7.4 Brazil
6.7.5 Argentina
6.7.6 Colombia
6.8 Middle East & Africa
6.8.1 Middle East & Africa Market by Country
6.8.2 Middle East & Africa Machine Learning in Education Market Share by Type
6.8.3 Middle East & Africa Machine Learning in Education Market Share by Application
6.8.4 UAE
6.8.5 Saudi Arabia
6.8.6 South Africa
6.9 Conclusion of Segment by Region
Chapter 7 Profile of Leading Machine Learning in Education Players
7.1 IBM
7.1.1 Company Snapshot
7.1.2 Product/Service Offered
7.1.3 Business Performance (Sales, Price, Revenue, Gross Margin and Market Share)
7.2 Microsoft
7.3 Google
7.4 AWS
7.5 Cognizant
7.6 Pearson
7.7 Bridge-U
7.8 DreamBox Learning
7.9 Fishtree
7.10 Jellynote
7.11 Quantum Adaptive Learning
7.12 Nuance Communications
7.13 OSMO
7.14 Querium
7.15 Third Space Learning
7.16 Aleks
7.17 Blackboard
7.18 Carnegie Learning
7.19 Century
7.20 Cognii
7.21 Elemental Path
7.22 Jenzabar
7.23 Knewton
7.24 Luilishuo
7.25 Metacog
Chapter 8 Upstream and Downstream Analysis of Machine Learning in Education
8.1 Industrial Chain of Machine Learning in Education
8.2 Upstream of Machine Learning in Education
8.3 Downstream of Machine Learning in Education
Chapter 9 Development Trend of Machine Learning in Education (2023-2031)
9.1 Global Machine Learning in Education Market Size (Sales and Revenue) Forecast (2023-2031)
9.2 Global Machine Learning in Education Market Size and CAGR Forecast by Region (2023-2031)
9.3 Global Machine Learning in Education Market Size and CAGR Forecast by Type (2023-2031)
9.4 Global Machine Learning in Education Market Size and CAGR Forecast by Application (2023-2031)
9.5 Global Machine Learning in Education Market Size and CAGR Forecast by Sales Channel (2023-2031)
Chapter 10 Appendix
10.1 Research Methodology
10.2 Data Sources
10.3 Disclaimer
10.4 Analysts Certification
