Fundamentals of Machine Learning for Predictive Data Analytics: Algorithms, Worked Examples, and Case Studies" by John D. Kelleher, Brian Mac Namee, and Aoife D'Arcy (JNNC Technologies)
This book covers all the fundamentals of machine learning, diving into the theory of the subject and using practical applications, working examples, and case studies to drive the knowledge home. "Fundamentals" is best read by people with some analytics knowledge.
It presents the different learning approaches with machine learning and accompanies each learning concept with algorithms and models, along with working examples to show the concepts in practice.
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