罗列一下找到的一些数据分析和机器学习的参考书,基本上都可以google到电子版。
希望以后有时间来补全读后感
Python相关
Python for data analysis, Wes McKinney
Data science from scratch, Joel Grus
Mastering machine learning with scikit-learn, Gavin Hackeling
Practical machine learning with Python, Dipanjan Sarkar
Python machine learning, Sebastian Raschka
R语言相关的
Applied predictive modeling, Kjell Johnson and Max Kuhn
The elements of statistical learning, Trevor Hastie, etc.
An introduction to statistical learning with applications in R, Gareth James
Introduction to statistical modelling in R, P. M. E. Altham
未分类
Statistics and data analysis, A. Abebe, etc.
Categorical data analysis, Alan Agresti
Experimental design and analysis, Howard J, Seltman
Foundations of data science, Avrim Blum, etc.
Machine learning in action, Peter Harrington
Principles of data mining, David Hand
Data mining concepts and techniques, Jiawei Han etc.
Think Stats, exploratory data analysis in Python, Allen B. Downey