BOOKS - PROGRAMMING - Practical Machine Learning with R and Python Machine Learning i...
US $7.86
976367
976367
Practical Machine Learning with R and Python Machine Learning in Stereo, Third Edition
Author: Tinniam V Ganesh
Year: 2018
Number of pages: 442
Format: EPUB | PDF CONV
File size: 10.5 MB
Language: ENG
Year: 2018
Number of pages: 442
Format: EPUB | PDF CONV
File size: 10.5 MB
Language: ENG
This book implements many common Machine Learning algorithms in equivalent R and Python. This is the 3rd edition of the book. The book touches on R and Python implementations of different regression models, classification algorithms including logistic regression, KNN classification, SVMs, b-splines, random forest, boosting etc. Other techniques like best-fit, forward fit, backward fit, and lasso and ridge regression are also covered. The book further touches on classification metrics for computing accuracy, recall, precision etc. There are implementations of validation, ROC and AUC curves in both R and Python. Finally, the book covers unsupervised learning methods like K-Means, PCA and Hierarchical clustering. The book is well suited for the novice and the expert.