Machine Learning Courses Market Size 2025-2029
The machine learning courses market size is forecast to increase by USD 18.3 billion, at a CAGR of 20.7% between 2024 and 2029.
The global machine learning courses market is shaped by the escalating demand for professionals with specialized skills in artificial intelligence and machine learning. This demand is a long-term shift, creating a significant skills gap and compelling investment in education. The integration of generative AI is fundamentally altering curriculum and delivery, creating a need for professionals skilled in developing these sophisticated models. This includes a focus on large language models and their applications. A persistent challenge is the widening gap between traditional academic curricula and dynamic industry requirements, as educational institutions struggle to keep pace with rapid technological advancements. This market includes online language subscription courses and ai and machine learning in business.The growth of the machine learning (ML) market is directly tied to the need for a skilled workforce across all sectors. The transformative integration of generative AI is a key trend, reshaping what is considered foundational knowledge in the field. Course providers are remodeling offerings to include specializations in generative AI, focusing on practical applications. However, the disconnect between skills taught in academic programs and those required by the workforce remains a significant issue. Many programs neglect critical stages like project definition and data collection. This market includes a learning management system (LMS) and online data science training programs.
What will be the Size of the Machine Learning Courses Market during the forecast period?
Explore in-depth regional segment analysis with market size data - historical 2019 - 2023 and forecasts 2025-2029 - in the full report.
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The educational landscape is continuously shaped by the need for advanced skills in supervised learning algorithms and unsupervised learning techniques. Corporate upskilling programs are evolving to incorporate reinforcement learning models and complex data preprocessing techniques. This ongoing adaptation focuses on practical applications in areas such as AI for drug discovery and predictive maintenance models, leveraging project-based learning to ensure proficiency. This market includes a learning management system (LMS).Industry-specific AI courses are gaining prominence, addressing the nuances of fields like AI in financial services and AI in healthcare diagnostics. Curriculum development for AI now prioritizes feature engineering strategies and scalable machine learning to meet commercial demands. These educational frameworks are critical for supporting digital transformation skills and enabling effective AI model deployment. This market includes online vocational courses market.The integration of generative AI is redefining course content, with a strong focus on large language models (LLMS) and their applications in areas like computer vision. This has led to the development of AI-powered tutors and personalized learning paths, which are becoming standard in modern educational platforms. The focus on AI literacy programs is growing, reflecting a broader need to prepare the workforce for interaction with autonomous systems. This market includes k-12 game-based learning.
How is this Machine Learning Courses Industry segmented?
The machine learning courses industry research report provides comprehensive data (region-wise segment analysis), with forecasts and estimates in "USD million" for the period 2025-2029, as well as historical data from 2019 - 2023 for the following segments.
- Courses
- Beginner--level courses
- Intermediate-level courses
- Advanced-level courses
- Certification programs
- Delivery mode
- Online self-paced
- Instructor-led online
- Blended learning
- In-person workshops and bootcamps
- End-user
- Geography
- North America
- APAC
- India
- China
- Japan
- South Korea
- Australia
- Indonesia
- Europe
- UK
- Germany
- France
- Italy
- The Netherlands
- Spain
- South America
- Middle East and Africa
- Rest of World (ROW)
By Courses Insights
The beginner--level courses segment is estimated to witness significant growth during the forecast period.
The beginner-level courses segment represents the largest portion of the global machine learning courses market, accounting for over 44% of the market in 2024. This foundational tier caters to a broad demographic, including university students, career changers, and professionals seeking fundamental literacy in AI and data science. The curriculum is designed to be accessible, typically requiring minimal prior programming experience. Core topics include an introduction to widely used programming languages and foundational libraries essential for data manipulation and analysis.
Students are introduced to the primary paradigms of machine learning, such as supervised and unsupervised learning. The emphasis is on understanding core concepts like regression and classification through practical, hands-on projects. A notable trend is the early introduction of generative AI concepts, ensuring that new entrants are conversant with the latest transformative technologies. The development of no-code and low-code machine learning platforms has also started to influence beginner curricula, democratizing access to these powerful technologies.
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The Beginner--level courses segment was valued at USD 286.40 million in 2019 and showed a gradual increase during the forecast period.
Regional Analysis
North America is estimated to contribute 30.6% to the growth of the global market during the forecast period.Technavio’s analysts have elaborately explained the regional trends and drivers that shape the market during the forecast period.
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North America stands as a dominant force in the global machine learning courses market, driven by a mature technological landscape and significant investment in AI. The region accounts for over 30% of the market's incremental growth opportunity. A key driver is the escalating demand for professionals skilled in machine learning across sectors like technology, finance, and healthcare. This demand is met by a wide array of course providers, from prestigious universities to specialized online platforms that foster continuous learning and skill development.
Government-led initiatives in North America, coupled with a vibrant private sector, create a fertile ground for the market to thrive. National strategies are aimed at securing an advantage in the AI sector, with substantial funding allocated to accelerate AI adoption and support skills training for the workforce. This environment ensures a sustained demand for upskilling and reskilling. The continuous innovation and the increasing integration of machine learning in business operations solidify the region's leading position in this educational domain.
Market Dynamics
Our researchers analyzed the data with 2024 as the base year, along with the key drivers, trends, and challenges. A holistic analysis of drivers will help companies refine their marketing strategies to gain a competitive advantage.
The global machine learning courses market is surging as industries integrate advanced AI. Demand for expertise is acute in high-value applications like machine learning for algorithmic trading and AI applications in fraud detection. The healthcare sector's use of deep learning for medical imaging and retail's application of NLP for customer sentiment analysis are key growth drivers. Furthermore, machine learning for supply chain optimization, creative applications of generative AI for content creation, and reinforcement learning for robotics control are creating new skill requirements. Consequently, building a skilled AI workforce has become a global priority, focusing on bridging the AI skills gap by developing industry-specific AI talent to meet this specialized demand.To address this skills deficit, the education sector is launching targeted initiatives. This includes promoting responsible AI in public sector usage and embedding ethical considerations in AI deployment into curricula. Efforts span from early AI integration in K-12 education to widespread corporate training for AI adoption. Course providers are diversifying, offering AI upskilling for non-technical professionals and technical deep dives into MLOps for production environments. The focus is on creating personalized AI learning experiences and innovative curriculum design for generative AI. With significant government funding for AI education, the availability of specialized machine learning certification programs is expanding, helping to formalize and accelerate the development of a competent workforce.
What are the key market drivers leading to the rise in the adoption of Machine Learning Courses Industry?
- A key driver for the market is the escalating demand for professionals with specialized skills in artificial intelligence and machine learning.
The escalating demand for a skilled workforce is a primary driver for the global machine learning courses market. As organizations across all sectors recognize the transformative potential of artificial intelligence and machine learning, a significant skills gap has emerged. This is substantiated by a notable increase in job postings for these roles, with one analysis showing an 89% increase in such postings over a six-month period. Industries beyond technology, such as healthcare, finance, and retail, are increasingly integrating model training and evaluation into their operations to drive innovation. This pervasive adoption of AI compels both individuals and organizations to invest in education focused on data preprocessing techniques and hyperparameter tuning methods.The proliferation of corporate training initiatives is another significant driver for the market. Businesses increasingly view investment in their employees' technical capabilities, such as expertise in deep learning architectures and computer vision applications, as a strategic imperative. Companies are forming partnerships with educational platforms to provide customized machine learning training programs. These programs are designed to equip employees with the necessary skills for AI model deployment and management, enabling data-driven decision-making. The flexibility of these training options, including self-paced and live online formats, caters to the diverse needs of the modern workforce, with corporate upskilling programs becoming a substantial and rapidly growing market segment.
What are the market trends shaping the Machine Learning Courses Industry?
- A significant trend in the market is the transformative integration of generative artificial intelligence, which is fundamentally altering the curriculum, delivery, and consumption of machine learning education.
A profound trend is the integration of generative AI, which is fundamentally altering machine learning education. The rapid advancements in this area have created substantial demand for professionals skilled in developing and implementing sophisticated models using generative AI integration. Consequently, course providers are extensively remodeling their offerings to include dedicated modules and specializations, focusing on large language models and their manifold applications, which is essential for ai in learning and development. This shift represents a new paradigm in what is considered foundational knowledge. The technology is also being leveraged to enhance the learning process itself through AI-powered tutors and personalized feedback mechanisms, making education more adaptive and effective, and is key for alternative non credential courses.The market is also experiencing a significant shift toward specialization, with rising demand for programs tailored to specific industries and job roles. This trend is a direct response to the widespread adoption of machine learning across diverse sectors like finance and healthcare. Generic courses are being supplanted by specialized curricula designed to equip professionals with specific skills in areas like algorithmic trading or diagnostic imaging analysis. This demand for industry-specific AI courses is particularly acute where a significant skills gap is being addressed through targeted corporate training and professional certificate programs. This is a crucial element for machine learning in banking and other sectors.
What challenges does the Machine Learning Courses Industry face during its growth?
- A major challenge for the market is the widening gap between traditional academic curricula and the dynamic requirements of the industry.
A persistent challenge is the widening chasm between traditional academic curricula and dynamic industry requirements. Educational institutions often struggle to keep pace with rapid technological advancements, leading to a disconnect between the skills taught and those required by the workforce. This is particularly evident in sectors undergoing digital transformation, where demand for specialized skill sets far outstrips the supply of qualified graduates. A report highlighted that 75% of employers faced difficulties filling AI-related roles due to a shortage of adequately trained professionals. Academic programs often focus heavily on theoretical underpinnings, neglecting critical stages of a successful machine learning project such as project definition and data aggregation from diverse sources.The substantial financial investment required to access high-quality machine learning education presents a formidable barrier. The cost of university degree programs, bootcamps, and specialized courses can be a major deterrent, particularly for individuals from lower-income backgrounds. For instance, research indicated that 67% of children from low-income families lacked access to digital devices, creating significant hurdles for participating in online courses. This issue of accessibility is not solely financial; the digital divide also prevents individuals from taking advantage of online learning, which has become a popular and often more affordable alternative to traditional in-person programs.
Exclusive Customer Landscape
The machine learning courses market forecasting report includes the adoption lifecycle of the market, covering from the innovator’s stage to the laggard’s stage. It focuses on adoption rates in different regions based on penetration. Furthermore, the machine learning courses market report also includes key purchase criteria and drivers of price sensitivity to help companies evaluate and develop their market growth analysis strategies.
Customer Landscape
Key Companies & Market Insights
Companies are implementing various strategies, such as strategic alliances, machine learning courses market forecast, partnerships, mergers and acquisitions, geographical expansion, and product/service launches, to enhance their presence in the industry.
Coursera Inc. - Offerings in this market encompass a comprehensive range of educational programs and certifications focused on imparting essential knowledge in machine learning and artificial intelligence. These include foundational to advanced courses covering topics such as supervised and unsupervised learning, deep learning, regression, classification, and generative AI. The curriculum is designed to equip learners with the practical skills needed to develop, deploy, and manage machine learning models. Programs are delivered through various formats, including online self-paced modules, live online instruction, and project-based learning, often in collaboration with leading academic institutions and technology organizations to ensure industry relevance and provide recognized credentials upon completion.
The industry research and growth report includes detailed analyses of the competitive landscape of the market and information about key companies, including:
- Coursera Inc.
- DataCamp Inc.
- DeepLearning.AI
- edX LLC
- Google LLC
- Harvard University
- International Business Machines Corp.
- Kaggle Inc.
- LinkedIn Corp.
- Massachusetts Institute of Technology
- Sanchhaya Education Pvt. Ltd.
- Scholiverse Educare Pvt. Ltd.
- Simplilearn Solutions Pvt. Ltd.
- Stanford University
- Udacity Inc.
- Udemy Inc.
- University of London
- University of Toronto
Qualitative and quantitative analysis of companies has been conducted to help clients understand the wider business environment as well as the strengths and weaknesses of key industry players. Data is qualitatively analyzed to categorize companies as pure play, category-focused, industry-focused, and diversified; it is quantitatively analyzed to categorize companies as dominant, leading, strong, tentative, and weak.
Recent Development and News in Machine Learning Courses Market
In February 2024, Microsoft launched the ADVANTA(I)GE INDIA initiative, aiming to provide two million people in India with AI skills by 2025, focusing on workforce development in Tier 2 and Tier 3 cities.In April 2024, the Canadian government announced a USD 1.8 billion investment package to bolster its AI sector, which includes funding to accelerate AI adoption and provide skills training for workers.In June 2024, edX, in partnership with the Linux Foundation, introduced a new professional certificate program in ethical AI to address the growing need for responsible AI practices.In October 2024, Google.org announced USD 15 million in grants to upskill the United States public sector workforce in responsible AI through a new center dedicated to cultivating AI leadership and talent.
Research Analyst Overview
The global machine learning courses market is characterized by continuous curriculum development for AI, adapting to evolving technical demands. Providers are refining offerings that cover supervised learning algorithms, unsupervised learning techniques, and reinforcement learning models. A significant focus is on advanced topics like deep learning architectures and neural network design, moving beyond basic concepts. The curriculum increasingly prioritizes practical skills, including data preprocessing techniques, feature engineering strategies, and robust model training and evaluation. Complexities of hyperparameter tuning methods are now standard, reflecting a need for practitioners adept at optimizing performance. Personalized learning paths and AI-powered tutors are also emerging to enhance educational outcomes and address individual learning paces within these complex subjects.In response to ongoing skills gap analysis, the market is expanding through corporate upskilling programs designed to bolster AI skills for the workforce. There is a marked shift towards courses covering generative AI integration, large language models (LLMS), natural language processing (NLP), and computer vision applications in sectors like AI in healthcare diagnostics. Machine learning operations (MLOPS) gains prominence, focusing on AI model deployment, scalable machine learning, and cloud-based AI services. The curriculum also integrates ethical AI principles, algorithmic bias mitigation, data privacy in AI, and explainable AI (XAI). Industry-specific AI courses utilizing project-based learning are becoming more common, with spending on machine learning certification expected to increase by over 30% to validate specialized competencies.
Dive into Technavio’s robust research methodology, blending expert interviews, extensive data synthesis, and validated models for unparalleled Machine Learning Courses Market insights. See full methodology.
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Market Scope
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Report Coverage
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Details
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Page number
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306
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Base year
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2024
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Historic period
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2019 - 2023 |
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Forecast period
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2025-2029
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Growth momentum & CAGR
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Accelerating at a CAGR of 20.7%
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Market growth 2024-2029
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USD 18.3 billion
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Market structure
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Fragmented
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YoY growth 2024-2029(%)
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18.5%
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Key countries
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US, Canada, Mexico, India, China, Japan, South Korea, Australia, Indonesia, UK, Germany, France, Italy, The Netherlands, Spain, Brazil, Argentina, Colombia, South Africa, Saudi Arabia, UAE, Israel, Turkey
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Competitive landscape
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Leading Companies, Market Positioning of Companies, Competitive Strategies, and Industry Risks
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What are the Key Data Covered in this Machine Learning Courses Market Research and Growth Report?
- CAGR of the Machine Learning Courses industry during the forecast period
- Detailed information on factors that will drive the growth and forecasting between 2024 and 2029
- Precise estimation of the size of the market and its contribution of the industry in focus to the parent market
- Accurate predictions about upcoming growth and trends and changes in consumer behaviour
- Growth of the market across North America, APAC, Europe, South America, Middle East and Africa
- Thorough analysis of the market’s competitive landscape and detailed information about companies
- Comprehensive analysis of factors that will challenge the machine learning courses market growth of industry companies
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1 Executive Summary
- 1 Executive Summary
- 1.1 Market overview
- Executive Summary - Chart on Market Overview
- Executive Summary - Data Table on Market Overview
- Executive Summary - Chart on Global Market Characteristics
- Executive Summary - Chart on Market by Geography
- Executive Summary - Chart on Market Segmentation by Courses
- Executive Summary - Chart on Market Segmentation by Delivery Mode
- Executive Summary - Chart on Market Segmentation by End-user
- Executive Summary - Chart on Incremental Growth
- Executive Summary - Data Table on Incremental Growth
- Executive Summary - Chart on Company Market Positioning
2 Technavio Analysis
- 2 Technavio Analysis
- 2.1 Analysis of price sensitivity, lifecycle, customer purchase basket, adoption rates, and purchase criteria
- Analysis of price sensitivity, lifecycle, customer purchase basket, adoption rates, and purchase criteria
- 2.2 Criticality of inputs and Factors of differentiation
- Chart on Overview on criticality of inputs and factors of differentiation
- 2.3 Factors of disruption
- Chart on Overview on factors of disruption
- 2.4 Impact of drivers and challenges
- Chart on Impact of drivers and challenges in 2024 and 2029
3 Market Landscape
- 3 Market Landscape
- 3.1 Market ecosystem
- Chart on Parent Market
- Data Table on - Parent Market
- 3.2 Market characteristics
- Chart on Market characteristics analysis
- 3.3 Value chain analysis
- Chart on Value chain analysis
4 Market Sizing
- 4 Market Sizing
- 4.1 Market definition
- Data Table on Offerings of companies included in the market definition
- 4.2 Market segment analysis
- 4.3 Market size 2024
- 4.4 Market outlook: Forecast for 2024-2029
- Chart on Global - Market size and forecast 2024-2029 ($ billion)
- Data Table on Global - Market size and forecast 2024-2029 ($ billion)
- Chart on Global Market: Year-over-year growth 2024-2029 (%)
- Data Table on Global Market: Year-over-year growth 2024-2029 (%)
5 Historic Market Size
- 5 Historic Market Size
- 5.1 Global Machine Learning Courses Market 2019 - 2023
- Historic Market Size - Data Table on Global Machine Learning Courses Market 2019 - 2023 ($ billion)
- 5.2 Courses segment analysis 2019 - 2023
- Historic Market Size - Courses Segment 2019 - 2023 ($ billion)
- 5.3 Delivery Mode segment analysis 2019 - 2023
- Historic Market Size - Delivery Mode Segment 2019 - 2023 ($ billion)
- 5.4 End-user segment analysis 2019 - 2023
- Historic Market Size - End-user Segment 2019 - 2023 ($ billion)
- 5.5 Geography segment analysis 2019 - 2023
- Historic Market Size - Geography Segment 2019 - 2023 ($ billion)
- 5.6 Country segment analysis 2019 - 2023
- Historic Market Size - Country Segment 2019 - 2023 ($ billion)
6 Five Forces Analysis
- 6 Five Forces Analysis
- 6.1 Five forces summary
- Five forces analysis - Comparison between 2024 and 2029
- 6.2 Bargaining power of buyers
- Bargaining power of buyers - Impact of key factors 2024 and 2029
- 6.3 Bargaining power of suppliers
- Bargaining power of suppliers - Impact of key factors in 2024 and 2029
- 6.4 Threat of new entrants
- Threat of new entrants - Impact of key factors in 2024 and 2029
- 6.5 Threat of substitutes
- Threat of substitutes - Impact of key factors in 2024 and 2029
- 6.6 Threat of rivalry
- Threat of rivalry - Impact of key factors in 2024 and 2029
- 6.7 Market condition
- Chart on Market condition - Five forces 2024 and 2029
7 Market Segmentation by Courses
- 7 Market Segmentation by Courses
- 7.1 Market segments
- Chart on Courses - Market share 2024-2029 (%)
- Data Table on Courses - Market share 2024-2029 (%)
- 7.2 Comparison by Courses
- Chart on Comparison by Courses
- Data Table on Comparison by Courses
- 7.3 Beginner--level courses - Market size and forecast 2024-2029
- Chart on Beginner--level courses - Market size and forecast 2024-2029 ($ billion)
- Data Table on Beginner--level courses - Market size and forecast 2024-2029 ($ billion)
- Chart on Beginner--level courses - Year-over-year growth 2024-2029 (%)
- Data Table on Beginner--level courses - Year-over-year growth 2024-2029 (%)
- 7.4 Intermediate-level courses - Market size and forecast 2024-2029
- Chart on Intermediate-level courses - Market size and forecast 2024-2029 ($ billion)
- Data Table on Intermediate-level courses - Market size and forecast 2024-2029 ($ billion)
- Chart on Intermediate-level courses - Year-over-year growth 2024-2029 (%)
- Data Table on Intermediate-level courses - Year-over-year growth 2024-2029 (%)
- 7.5 Advanced-level courses - Market size and forecast 2024-2029
- Chart on Advanced-level courses - Market size and forecast 2024-2029 ($ billion)
- Data Table on Advanced-level courses - Market size and forecast 2024-2029 ($ billion)
- Chart on Advanced-level courses - Year-over-year growth 2024-2029 (%)
- Data Table on Advanced-level courses - Year-over-year growth 2024-2029 (%)
- 7.6 Certification programs - Market size and forecast 2024-2029
- Chart on Certification programs - Market size and forecast 2024-2029 ($ billion)
- Data Table on Certification programs - Market size and forecast 2024-2029 ($ billion)
- Chart on Certification programs - Year-over-year growth 2024-2029 (%)
- Data Table on Certification programs - Year-over-year growth 2024-2029 (%)
- 7.7 Market opportunity by Courses
- Market opportunity by Courses ($ billion)
- Data Table on Market opportunity by Courses ($ billion)
8 Market Segmentation by Delivery Mode
- 8 Market Segmentation by Delivery Mode
- 8.1 Market segments
- Chart on Delivery Mode - Market share 2024-2029 (%)
- Data Table on Delivery Mode - Market share 2024-2029 (%)
- 8.2 Comparison by Delivery Mode
- Chart on Comparison by Delivery Mode
- Data Table on Comparison by Delivery Mode
- 8.3 Online self-paced - Market size and forecast 2024-2029
- Chart on Online self-paced - Market size and forecast 2024-2029 ($ billion)
- Data Table on Online self-paced - Market size and forecast 2024-2029 ($ billion)
- Chart on Online self-paced - Year-over-year growth 2024-2029 (%)
- Data Table on Online self-paced - Year-over-year growth 2024-2029 (%)
- 8.4 Instructor-led online - Market size and forecast 2024-2029
- Chart on Instructor-led online - Market size and forecast 2024-2029 ($ billion)
- Data Table on Instructor-led online - Market size and forecast 2024-2029 ($ billion)
- Chart on Instructor-led online - Year-over-year growth 2024-2029 (%)
- Data Table on Instructor-led online - Year-over-year growth 2024-2029 (%)
- 8.5 Blended learning - Market size and forecast 2024-2029
- Chart on Blended learning - Market size and forecast 2024-2029 ($ billion)
- Data Table on Blended learning - Market size and forecast 2024-2029 ($ billion)
- Chart on Blended learning - Year-over-year growth 2024-2029 (%)
- Data Table on Blended learning - Year-over-year growth 2024-2029 (%)
- 8.6 In-person workshops and bootcamps - Market size and forecast 2024-2029
- Chart on In-person workshops and bootcamps - Market size and forecast 2024-2029 ($ billion)
- Data Table on In-person workshops and bootcamps - Market size and forecast 2024-2029 ($ billion)
- Chart on In-person workshops and bootcamps - Year-over-year growth 2024-2029 (%)
- Data Table on In-person workshops and bootcamps - Year-over-year growth 2024-2029 (%)
- 8.7 Market opportunity by Delivery Mode
- Market opportunity by Delivery Mode ($ billion)
- Data Table on Market opportunity by Delivery Mode ($ billion)
9 Market Segmentation by End-user
- 9 Market Segmentation by End-user
- 9.1 Market segments
- Chart on End-user - Market share 2024-2029 (%)
- Data Table on End-user - Market share 2024-2029 (%)
- 9.2 Comparison by End-user
- Chart on Comparison by End-user
- Data Table on Comparison by End-user
- 9.3 Higher education and academic - Market size and forecast 2024-2029
- Chart on Higher education and academic - Market size and forecast 2024-2029 ($ billion)
- Data Table on Higher education and academic - Market size and forecast 2024-2029 ($ billion)
- Chart on Higher education and academic - Year-over-year growth 2024-2029 (%)
- Data Table on Higher education and academic - Year-over-year growth 2024-2029 (%)
- 9.4 Professional and corporate training - Market size and forecast 2024-2029
- Chart on Professional and corporate training - Market size and forecast 2024-2029 ($ billion)
- Data Table on Professional and corporate training - Market size and forecast 2024-2029 ($ billion)
- Chart on Professional and corporate training - Year-over-year growth 2024-2029 (%)
- Data Table on Professional and corporate training - Year-over-year growth 2024-2029 (%)
- 9.5 Individual learner - Market size and forecast 2024-2029
- Chart on Individual learner - Market size and forecast 2024-2029 ($ billion)
- Data Table on Individual learner - Market size and forecast 2024-2029 ($ billion)
- Chart on Individual learner - Year-over-year growth 2024-2029 (%)
- Data Table on Individual learner - Year-over-year growth 2024-2029 (%)
- 9.6 Market opportunity by End-user
- Market opportunity by End-user ($ billion)
- Data Table on Market opportunity by End-user ($ billion)
10 Customer Landscape
- 10 Customer Landscape
- 10.1 Customer landscape overview
- Analysis of price sensitivity, lifecycle, customer purchase basket, adoption rates, and purchase criteria
11 Geographic Landscape
- 11 Geographic Landscape
- 11.1 Geographic segmentation
- Chart on Market share by geography 2024-2029 (%)
- Data Table on Market share by geography 2024-2029 (%)
- 11.2 Geographic comparison
- Chart on Geographic comparison
- Data Table on Geographic comparison
- 11.3 North America - Market size and forecast 2024-2029
- Chart on North America - Market size and forecast 2024-2029 ($ billion)
- Data Table on North America - Market size and forecast 2024-2029 ($ billion)
- Chart on North America - Year-over-year growth 2024-2029 (%)
- Data Table on North America - Year-over-year growth 2024-2029 (%)
- Chart on Regional Comparison - North America
- Data Table on Regional Comparison - North America
- 11.3.1 US - Market size and forecast 2024-2029
- Chart on US - Market size and forecast 2024-2029 ($ billion)
- Data Table on US - Market size and forecast 2024-2029 ($ billion)
- Chart on US - Year-over-year growth 2024-2029 (%)
- Data Table on US - Year-over-year growth 2024-2029 (%)
- 11.3.2 Canada - Market size and forecast 2024-2029
- Chart on Canada - Market size and forecast 2024-2029 ($ billion)
- Data Table on Canada - Market size and forecast 2024-2029 ($ billion)
- Chart on Canada - Year-over-year growth 2024-2029 (%)
- Data Table on Canada - Year-over-year growth 2024-2029 (%)
- 11.3.3 Mexico - Market size and forecast 2024-2029
- Chart on Mexico - Market size and forecast 2024-2029 ($ billion)
- Data Table on Mexico - Market size and forecast 2024-2029 ($ billion)
- Chart on Mexico - Year-over-year growth 2024-2029 (%)
- Data Table on Mexico - Year-over-year growth 2024-2029 (%)
- 11.4 APAC - Market size and forecast 2024-2029
- Chart on APAC - Market size and forecast 2024-2029 ($ billion)
- Data Table on APAC - Market size and forecast 2024-2029 ($ billion)
- Chart on APAC - Year-over-year growth 2024-2029 (%)
- Data Table on APAC - Year-over-year growth 2024-2029 (%)
- Chart on Regional Comparison - APAC
- Data Table on Regional Comparison - APAC
- 11.4.1 India - Market size and forecast 2024-2029
- Chart on India - Market size and forecast 2024-2029 ($ billion)
- Data Table on India - Market size and forecast 2024-2029 ($ billion)
- Chart on India - Year-over-year growth 2024-2029 (%)
- Data Table on India - Year-over-year growth 2024-2029 (%)
- 11.4.2 China - Market size and forecast 2024-2029
- Chart on China - Market size and forecast 2024-2029 ($ billion)
- Data Table on China - Market size and forecast 2024-2029 ($ billion)
- Chart on China - Year-over-year growth 2024-2029 (%)
- Data Table on China - Year-over-year growth 2024-2029 (%)
- 11.4.3 Japan - Market size and forecast 2024-2029
- Chart on Japan - Market size and forecast 2024-2029 ($ billion)
- Data Table on Japan - Market size and forecast 2024-2029 ($ billion)
- Chart on Japan - Year-over-year growth 2024-2029 (%)
- Data Table on Japan - Year-over-year growth 2024-2029 (%)
- 11.4.4 South Korea - Market size and forecast 2024-2029
- Chart on South Korea - Market size and forecast 2024-2029 ($ billion)
- Data Table on South Korea - Market size and forecast 2024-2029 ($ billion)
- Chart on South Korea - Year-over-year growth 2024-2029 (%)
- Data Table on South Korea - Year-over-year growth 2024-2029 (%)
- 11.4.5 Australia - Market size and forecast 2024-2029
- Chart on Australia - Market size and forecast 2024-2029 ($ billion)
- Data Table on Australia - Market size and forecast 2024-2029 ($ billion)
- Chart on Australia - Year-over-year growth 2024-2029 (%)
- Data Table on Australia - Year-over-year growth 2024-2029 (%)
- 11.4.6 Indonesia - Market size and forecast 2024-2029
- Chart on Indonesia - Market size and forecast 2024-2029 ($ billion)
- Data Table on Indonesia - Market size and forecast 2024-2029 ($ billion)
- Chart on Indonesia - Year-over-year growth 2024-2029 (%)
- Data Table on Indonesia - Year-over-year growth 2024-2029 (%)
- 11.5 Europe - Market size and forecast 2024-2029
- Chart on Europe - Market size and forecast 2024-2029 ($ billion)
- Data Table on Europe - Market size and forecast 2024-2029 ($ billion)
- Chart on Europe - Year-over-year growth 2024-2029 (%)
- Data Table on Europe - Year-over-year growth 2024-2029 (%)
- Chart on Regional Comparison - Europe
- Data Table on Regional Comparison - Europe
- 11.5.1 UK - Market size and forecast 2024-2029
- Chart on UK - Market size and forecast 2024-2029 ($ billion)
- Data Table on UK - Market size and forecast 2024-2029 ($ billion)
- Chart on UK - Year-over-year growth 2024-2029 (%)
- Data Table on UK - Year-over-year growth 2024-2029 (%)
- 11.5.2 Germany - Market size and forecast 2024-2029
- Chart on Germany - Market size and forecast 2024-2029 ($ billion)
- Data Table on Germany - Market size and forecast 2024-2029 ($ billion)
- Chart on Germany - Year-over-year growth 2024-2029 (%)
- Data Table on Germany - Year-over-year growth 2024-2029 (%)
- 11.5.3 France - Market size and forecast 2024-2029
- Chart on France - Market size and forecast 2024-2029 ($ billion)
- Data Table on France - Market size and forecast 2024-2029 ($ billion)
- Chart on France - Year-over-year growth 2024-2029 (%)
- Data Table on France - Year-over-year growth 2024-2029 (%)
- 11.5.4 Italy - Market size and forecast 2024-2029
- Chart on Italy - Market size and forecast 2024-2029 ($ billion)
- Data Table on Italy - Market size and forecast 2024-2029 ($ billion)
- Chart on Italy - Year-over-year growth 2024-2029 (%)
- Data Table on Italy - Year-over-year growth 2024-2029 (%)
- 11.5.5 The Netherlands - Market size and forecast 2024-2029
- Chart on The Netherlands - Market size and forecast 2024-2029 ($ billion)
- Data Table on The Netherlands - Market size and forecast 2024-2029 ($ billion)
- Chart on The Netherlands - Year-over-year growth 2024-2029 (%)
- Data Table on The Netherlands - Year-over-year growth 2024-2029 (%)
- 11.5.6 Spain - Market size and forecast 2024-2029
- Chart on Spain - Market size and forecast 2024-2029 ($ billion)
- Data Table on Spain - Market size and forecast 2024-2029 ($ billion)
- Chart on Spain - Year-over-year growth 2024-2029 (%)
- Data Table on Spain - Year-over-year growth 2024-2029 (%)
- 11.6 South America - Market size and forecast 2024-2029
- Chart on South America - Market size and forecast 2024-2029 ($ billion)
- Data Table on South America - Market size and forecast 2024-2029 ($ billion)
- Chart on South America - Year-over-year growth 2024-2029 (%)
- Data Table on South America - Year-over-year growth 2024-2029 (%)
- Chart on Regional Comparison - South America
- Data Table on Regional Comparison - South America
- 11.6.1 Brazil - Market size and forecast 2024-2029
- Chart on Brazil - Market size and forecast 2024-2029 ($ billion)
- Data Table on Brazil - Market size and forecast 2024-2029 ($ billion)
- Chart on Brazil - Year-over-year growth 2024-2029 (%)
- Data Table on Brazil - Year-over-year growth 2024-2029 (%)
- 11.6.2 Argentina - Market size and forecast 2024-2029
- Chart on Argentina - Market size and forecast 2024-2029 ($ billion)
- Data Table on Argentina - Market size and forecast 2024-2029 ($ billion)
- Chart on Argentina - Year-over-year growth 2024-2029 (%)
- Data Table on Argentina - Year-over-year growth 2024-2029 (%)
- 11.6.3 Colombia - Market size and forecast 2024-2029
- Chart on Colombia - Market size and forecast 2024-2029 ($ billion)
- Data Table on Colombia - Market size and forecast 2024-2029 ($ billion)
- Chart on Colombia - Year-over-year growth 2024-2029 (%)
- Data Table on Colombia - Year-over-year growth 2024-2029 (%)
- 11.7 Middle East and Africa - Market size and forecast 2024-2029
- Chart on Middle East and Africa - Market size and forecast 2024-2029 ($ billion)
- Data Table on Middle East and Africa - Market size and forecast 2024-2029 ($ billion)
- Chart on Middle East and Africa - Year-over-year growth 2024-2029 (%)
- Data Table on Middle East and Africa - Year-over-year growth 2024-2029 (%)
- Chart on Regional Comparison - Middle East and Africa
- Data Table on Regional Comparison - Middle East and Africa
- 11.7.1 South Africa - Market size and forecast 2024-2029
- Chart on South Africa - Market size and forecast 2024-2029 ($ billion)
- Data Table on South Africa - Market size and forecast 2024-2029 ($ billion)
- Chart on South Africa - Year-over-year growth 2024-2029 (%)
- Data Table on South Africa - Year-over-year growth 2024-2029 (%)
- 11.7.2 Saudi Arabia - Market size and forecast 2024-2029
- Chart on Saudi Arabia - Market size and forecast 2024-2029 ($ billion)
- Data Table on Saudi Arabia - Market size and forecast 2024-2029 ($ billion)
- Chart on Saudi Arabia - Year-over-year growth 2024-2029 (%)
- Data Table on Saudi Arabia - Year-over-year growth 2024-2029 (%)
- 11.7.3 UAE - Market size and forecast 2024-2029
- Chart on UAE - Market size and forecast 2024-2029 ($ billion)
- Data Table on UAE - Market size and forecast 2024-2029 ($ billion)
- Chart on UAE - Year-over-year growth 2024-2029 (%)
- Data Table on UAE - Year-over-year growth 2024-2029 (%)
- 11.7.4 Israel - Market size and forecast 2024-2029
- Chart on Israel - Market size and forecast 2024-2029 ($ billion)
- Data Table on Israel - Market size and forecast 2024-2029 ($ billion)
- Chart on Israel - Year-over-year growth 2024-2029 (%)
- Data Table on Israel - Year-over-year growth 2024-2029 (%)
- 11.7.5 Turkey - Market size and forecast 2024-2029
- Chart on Turkey - Market size and forecast 2024-2029 ($ billion)
- Data Table on Turkey - Market size and forecast 2024-2029 ($ billion)
- Chart on Turkey - Year-over-year growth 2024-2029 (%)
- Data Table on Turkey - Year-over-year growth 2024-2029 (%)
- 11.8 Market opportunity by geography
- Market opportunity by geography ($ billion)
- Data Tables on Market opportunity by geography ($ billion)
12 Drivers, Challenges, and Opportunity
- 12 Drivers, Challenges, and Opportunity
- 12.1 Market drivers
- Escalating demand for a skilled workforce
- Proliferation of corporate training initiatives
- Government and institutional support for AI education
- 12.2 Market challenges
- Widening gap between academic curricula and industry demands
- Accessibility of quality machine learning education
- Ethical considerations and need for responsible AI integration in curricula
- 12.3 Impact of drivers and challenges
- Impact of drivers and challenges in 2024 and 2029
- 12.4 Market opportunities
- Transformative integration of generative artificial intelligence
- Ascendancy of industry specific and specialized machine learning courses
- Strengthening symbiosis between industry and academia
13 Competitive Landscape
- 13 Competitive Landscape
- 13.1 Overview
- 13.2 Competitive Landscape
- Overview on criticality of inputs and factors of differentiation
- 13.3 Landscape disruption
- Overview on factors of disruption
- 13.4 Industry risks
- Impact of key risks on business
14 Competitive Analysis
- 14 Competitive Analysis
- 14.1 Companies profiled
- 14.2 Company ranking index
- 14.3 Market positioning of companies
- Matrix on companies position and classification
- 14.4 Coursera Inc.
- Coursera Inc. - Overview
- Coursera Inc. - Business segments
- Coursera Inc. - Key news
- Coursera Inc. - Key offerings
- Coursera Inc. - Segment focus
- SWOT
- 14.5 DataCamp Inc.
- DataCamp Inc. - Overview
- DataCamp Inc. - Product / Service
- DataCamp Inc. - Key offerings
- SWOT
- 14.6 DeepLearning.AI
- DeepLearning.AI - Overview
- DeepLearning.AI - Product / Service
- DeepLearning.AI - Key offerings
- SWOT
- 14.7 edX LLC
- edX LLC - Overview
- edX LLC - Product / Service
- edX LLC - Key offerings
- SWOT
- 14.8 Google LLC
- Google LLC - Overview
- Google LLC - Product / Service
- Google LLC - Key offerings
- SWOT
- 14.9 Harvard University
- Harvard University - Overview
- Harvard University - Product / Service
- Harvard University - Key offerings
- SWOT
- 14.10 International Business Machines Corp.
- International Business Machines Corp. - Overview
- International Business Machines Corp. - Business segments
- International Business Machines Corp. - Key news
- International Business Machines Corp. - Key offerings
- International Business Machines Corp. - Segment focus
- SWOT
- 14.11 Kaggle Inc.
- Kaggle Inc. - Overview
- Kaggle Inc. - Product / Service
- Kaggle Inc. - Key offerings
- SWOT
- 14.12 LinkedIn Corp.
- LinkedIn Corp. - Overview
- LinkedIn Corp. - Product / Service
- LinkedIn Corp. - Key offerings
- SWOT
- 14.13 Massachusetts Institute of Technology
- Massachusetts Institute of Technology - Overview
- Massachusetts Institute of Technology - Product / Service
- Massachusetts Institute of Technology - Key offerings
- SWOT
- 14.14 Scholiverse Educare Pvt. Ltd.
- Scholiverse Educare Pvt. Ltd. - Overview
- Scholiverse Educare Pvt. Ltd. - Product / Service
- Scholiverse Educare Pvt. Ltd. - Key offerings
- SWOT
- 14.15 Simplilearn Solutions Pvt. Ltd.
- Simplilearn Solutions Pvt. Ltd. - Overview
- Simplilearn Solutions Pvt. Ltd. - Product / Service
- Simplilearn Solutions Pvt. Ltd. - Key offerings
- SWOT
- 14.16 Stanford University
- Stanford University - Overview
- Stanford University - Product / Service
- Stanford University - Key offerings
- SWOT
- 14.17 Udacity Inc.
- Udacity Inc. - Overview
- Udacity Inc. - Product / Service
- Udacity Inc. - Key offerings
- SWOT
- 14.18 Udemy Inc.
- Udemy Inc. - Overview
- Udemy Inc. - Business segments
- Udemy Inc. - Key news
- Udemy Inc. - Key offerings
- Udemy Inc. - Segment focus
- SWOT
15 Appendix
- 15 Appendix
- 15.1 Scope of the report
- Market definition
- Objectives
- Notes and caveats
- 15.2 Inclusions and exclusions checklist
- Inclusions checklist
- Exclusions checklist
- 15.3 Currency conversion rates for US$
- Currency conversion rates for US$
- 15.4 Research methodology
- 15.5 Data procurement
- 15.6 Data validation
- 15.7 Validation techniques employed for market sizing
- Validation techniques employed for market sizing
- 15.8 Data synthesis
- 15.9 360 degree market analysis
- 360 degree market analysis
- 15.10 List of abbreviations
INFORMATION SOURCES
DATA ANALYSIS
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