Booklist

• Machine Learning
• Misc
• Database
• Data Mining
• Python
• Theory
• R
• Game Theory
• C
• Spark

Machine Learning

Topic	Title
Machine Learning	[Getting Started with TensorFlow](src/Machine Learning/Getting-Started-with-TensorFlow.pdf)
Machine Learning	[Building Machine Learning Systems with Python](src/Machine Learning/Building-Machine-Learning-Systems-with-Python.pdf)
Machine Learning	[Mastering Machine Learning with scikitlearn](src/Machine Learning/Mastering-Machine-Learning-with-scikitlearn.pdf)
Machine Learning	[Python Machine Learning](src/Machine Learning/Python-Machine-Learning.pdf)
Machine Learning	[Advanced Machine Learning with Python](src/Machine Learning/Advanced-Machine-Learning-with-Python.pdf)

Misc

Topic	Title
Misc	The Little Schemer 4th 2
Misc	The Design of Everyday Things Revised and Expanded Edition
Misc	Mastering Linux Shell Scripting
Misc	Norman Lewis Word Power Made Easy Fully Revised Expanded New Paperback Edition
Misc	英译中国现代散文选 张培基
Misc	On Writing Well
Misc	A Little Java A Few Patterns

Database

Topic	Title
Database	fntdb07 architecture

Data Mining

Topic	Title
Data Mining	[Data Mining Concepts and Techniques 3rd Edition](src/Data Mining/Data-Mining-Concepts-and-Techniques-3rd-Edition.pdf)
Data Mining	[Learning Data Mining with Python](src/Data Mining/Learning-Data-Mining-with-Python.pdf)

Python

Topic	Title
Python	Mastering Python
Python	Python 3 Text Processing with NLTK 3 Cookbook
Python	Learning Python
Python	Learning pandas
Python	Mastering Python Design Patterns
Python	Modular Programming with Python
Python	Python Data Visualization Cookbook
Python	Python Data Visualization Cookbook Second Edition
Python	Automate it Recipes to upskill your business
Python	Python 3 Objectoriented Programming Second Edition
Python	Learning Robotics Using Python

Theory

Topic	Title
Theory	Reinforcement Learning Draft
Theory	Probability Theory The Logic of Science
Theory	Introduction to Probability
Theory	Convex Optimization
Theory	Machine Learning A Probabilistic Perspective
Theory	Numerical Optimization
Theory	Mathematics Computer Science
Theory	Fundation of Computer Science
Theory	Doing Bayesian Data Analysis
Theory	An Introduction to Statistical Learning
Theory	Ensemble Methods Foundations and Algorithms
Theory	Elements of Information Theory
Theory	[Bayesian Reasoning and Machine Learning cd70](src/Theory/Bayesian Reasoning and Machine Learning-cd70.pdf)
Theory	Probability Theory 概率论沉思录
Theory	Python for Probability Statistics and Machine Learning
Theory	Introduction to Linear Algebra 4th Edition
Theory	Introduction to Probability Grinstead and Snell
Theory	The Elements of Statistical Learning

R

Topic	Title
R	Building a Recommendation System with R
R	R Graph Essentials

Game Theory

Topic	Title
Game Theory	[Game Theory A Multi Leveled Approach](src/Game Theory/Game-Theory-A-Multi-Leveled-Approach.pdf)

C

Topic	Title
C	C程序设计语言 第2版
C	Modern C

Spark

Topic	Title
Spark	Learning Spark Lightning Fast Data Analysis
Spark	Apache Spark 2.x Cookbook
Spark	Spark GraphX in Action
Spark	[Advanced Analytics with Spark](src/Spark/Advanced-Analytics-with Spark.pdf)
Spark	Apache Spark Graph Processing
Spark	Learning PySpark
Spark	Machine Learning with Spark
Spark	Apache Spark for Data Science Cookbook
Spark	Master Apache Spark
Spark	[Machine Learning with Spark Second Edition](src/Spark/Machine Learning-with-Spark-Second-Edition.pdf)
Spark	High Performance Spark