幾本由專家介紹的免費巨量資料分析書籍,包含R、Python、MATLAB等語言。也可以從這些書籍中發現目前巨量資料分析的理論主要還是以統計學、資料探勘與機器學習為主。
- An Introduction to Statistical Learning with Applications in R
- The Elements of Statistical Learning
- A Programmer’s Guide to Data Mining
- Probabilistic Programming & Bayesian Methods for Hackers
- Think Bayes, Bayesian Statistics Made Simple
- Data Mining and Analysis, Fundamental Concepts and Algorithms
- An Introduction to Data Science
- Machine Learning
- Machine Learning – The Complete Guide
- Bayesian Reasoning and Machine Learning
- A Course in Machine Learning
- Information Theory, Inference and Learning Algorithms
原文出處:資料科學實驗室