James, G., Witten, D., Hastie, T., & Tibshirani, R. (2013). An introduction to statistical learning (Vol. 112, pp. 3-7). New York: springer.

An Introduction to Statistical Learning with Applications in R

Hastie, T., Tibshirani, R., & Friedman, J. (2009). The elements of statistical learning: data mining, inference, and prediction. Springer Science & Business Media.

The Elements of Statistical Learning: Data Mining, Inference and Prediction

Abu-Mostafa, Y. S., Magdon-Ismail, M., & Lin, H. T. (2012). Learning from data (Vol. 4). New York, NY, USA:: AMLBook.

Learning From Data

The Hundred-Page Machine Learning Book is, in reality, about 130 pages. However, it covers a broad range of topics from introductory math (primarily vector and matrix transformations) to building statistical models to the new field of deep learning. It's very dense in content, so it's not like reading a typical 130-page book, but can be finished within a week or two. It's not a textbook so it doesn't have exercises to give you hands on experience, but it's very helpful in glossing a vast scope of machine learning concepts. 

Reference: Burkov, A. (2019). The Hundred-page Machine Learning Book. Leipzig: Andriy Burkov.

PDF Link: [themlbook.com/wiki/doku.php](https://themlbook.com/wiki/doku.php) 

The Hundred-Page Machine Learning Book by Andriy Burkov

Sejnowski, Terence J.  (2018). The Deep Learning Revolution. Cambridge, Massachusetts : The MIT Press.

The Deep Learning Revolution

The list of helpful books about data science:
1. An Introduction to Statistical Learning with Applications in R
2.  The Elements of Statistical Learning: Data Mining, Inference and Prediction
3.  Learning From Data
4. The Hundred-Page Machine Learning Book by Andriy Burkov
5. The Deep Learning Revolution


University of Michigan - Ann Arbor

This node organizes data science learning references by resource type: books, online courses, research papers, images, videos, and online articles.

Data Science References by Resource Type

The list of helpful books about data science:
1. Data science and prediction

Helpful data science research papers

These online courses can be easy resources to structure data science education. 

Helpful data science online courses

These are videos/video series to accompany concepts from data science and machine learning.

Helpful data science videos

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Helpful data science images

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