Machine Learning for Skill Development: Models, Tools and Applications | Machine Learning Skills Development | AGPH Books

Book Title : Machine Learning for Skill Development: Models, Tools and Applications | Machine Learning Skills Development | AGPH Books

In an era where technology reshapes every facet of work and learning, the ability to understand, develop, and measure skills has become paramount.

Machine Learning for Skill Development: Models, Tools, and Applications offers a comprehensive guide to leveraging machine learning for effective workforce development.

This book bridges the gap between complex computational techniques and practical applications in education, training, and corporate upskilling, making advanced concepts accessible to professionals, educators, and learners alike.

The text begins by establishing a solid foundation in machine learning, exploring its evolution, key models, and algorithms. It demonstrates how AI and data analytics can transform skill mapping, performance evaluation, and personalized learning.

Subsequent chapters delve into predictive models, clustering and classification techniques, recommender systems, natural language processing, and sentiment analysis—equipping readers to analyze learning needs and design adaptive, data-driven training solutions.

Practical guidance on tools, platforms, and integration with enterprise systems ensures readers can translate insights into action.

The book also emphasizes designing ML-integrated programs, real-time monitoring, microlearning strategies, and cost–benefit evaluation, highlighting approaches to create efficient, personalized, and outcome-focused learning journeys. Ethical considerations, data privacy, and fairness in algorithmic decisions are thoughtfully...