机器学习数据挖掘免费电子书集合
jopen
10年前
开源免费电子书集合，包括机器学习、数据挖掘、自然语言处理和数学等。
本文是WIKI页面，请自由的参与到这个列表的贡献。
机器学习/数据挖掘
- An Introduction To Statistical Learning1 - 书 + C++代码
- Elements of Statistical Learning - 书
- Probabilistic Programming & Bayesian Methods for Hackers - 书 + IPython Notebooks
- Thinking Bayes1 - 书 + Python代码
- Information Theory, Inference, and Learning Algorithms
- Gaussian Processes for Machine Learning
- Data Intensive Text Processing w/ MapReduce
- Reinforcement Learning: - An Introduction
- Mining Massive Datasets
- A First Encounter with Machine Learning
- Pattern Recognition and Machine Learning
- Machine Learning & Bayesian Reasoning
- Introduction to Machine Learning
- A Probabilistic Theory of Pattern Recognition
- Introduction to Information Retrieval
- Forecasting: principles and practice
- Practical Artificial Intelligence Programming in Java
- Introduction to Machine Learning
- Reinforcement Learning
- Machine Learning
- A Quest for AI
- Introduction to Applied Bayesian
Statistics and Estimation for
Social Scientists - Bayesian Modeling, Inference
and Prediction
自然语言处理
概率和统计
- Thinking Stats - 书 + Python 代码
- From Algorithms to Z-Scores - 书
- The Art of R Programming - 书
- All of Statistics
- Introduction to statistical thought
- Basic Probability Theory
- Introduction to probability
- Principle of Uncertainty
- Probability & Statistics Cookbook
- Advanced Data Analysis From An Elmentary Point of View