TY  - BOOK
AU  - Kelleher, John D.
AU  - Namee, Brian Mac
AU  - Arcy, Aoife D'.
TI  - Fundamentals of Machine Learning for Predictive Data Analytics: Algorithm, Worked Examples and Case Studies
SN  - 9780262044691
U1  - 006.31 
PY  - 2020///
CY  - USA
PB  - The MIT Press
KW  - Electrical Engineering
N1  - 1.	Introduction to Machine Learning and Data Analytics
Machine Learning for Predictive Data Analytics
Data to Insights to Decisions
Data Exploration
2.	Predictive Data Analytics
Information Based Learning
Similarity Based Learning
Probability Based Learning
Error Based Learning
Deep Learning
Evaluation
3.	Beyond Prediction
Beyond Prediction: Unsupervised Learning
Beyond Prediction: Reinforcement Learning
4.	Case Studies and Conclusions
Case Study: Customer Churn
Case Study: Galaxy Classification
The Art Machine Learning for Predictive Data Analytics
5.	Appendices
Descriptive Statistics and Data Visualization for Machine Learning
Introduction to Probability for Machine Learning
Differentiation Techniques for Machine Learning
Introduction to Linear Algebra
Bibliography
Index

ER  -