Courses and Training on Analytics, Big Data, Data Mining, Data Science, and related topics

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## Courses and Training on Analytics, Big Data, Data Mining, and Data Science

## 50 Data Science, Machine Learning Cheat Sheets, updated

## 90 Active Blogs on Analytics, Big Data, Data Mining, Data Science, Machine Learning (updated)

## https://medium.com/@datalab/how-to-break-into-the-data-science-market-f0e0b79b42f7?source=userActivityShare-a6269fa2fa2c-1484916808

## Top 10 IPython Notebook Tutorials for Data Science and Machine Learning

## What are the best books about data science?

## Top 10 IPython Notebook Tutorials for Data Science and Machine Learning

## What is the best online course for Python data science and machine learning?

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## Numpy

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Courses and Training on Analytics, Big Data, Data Mining, Data Science, and related topics

Source: Courses and Training on Analytics, Big Data, Data Mining, and Data Science

What are the best books about data science? by @wzchen

Answer by William Chen:

I'm compiling a bunch of free data science books as a public resource. Here's all the books I have right now:

All of these books have (authorized) free digital versions, or are pay what you want (PWYW) with $0 minimum.

Programming for Data Science

- R Programming for Data Science (PWYW)
- Think Python by Allen Downey (free)
More resources: How do I learn Python?, R (programming language): How do I learn R?

Statistics and Bayesian Data Analysis

- Statistical Inference for Data Science (PWYW)
- Think Stats by Allen Downey (free)
- Think Bayes by Allen Downey (free)
- Probabilistic Programming and Bayesian Methods for Hackers (free)
More resources: How do I learn Bayesian inference as a beginner?

Experimental Design and Analysis (aka A/B Testing)More resources: How do I learn experimental design?

Statistical Machine LearningMore resources: How do I learn machine learning?

The Data Science Process

Data Visualization

- Interactive Data Visualization for the Web (free online)
- d3 Tutorials (many free)

Interviews with Data Scientists

Despite the similar name, these two books are not officially affiliated, although some of the authors know each other well! These books contains interviews of data scientists, and give some good insight into their careers, their stories, and what they do!

- The Data Science Handbook (PWYW) (disclosure – this is my book!)
- The Data Analytics Handbook (free)
More resources: What does a data scientist do?

Build a Data Science Team

These are all O'Reilly mini-books that are officially released for free online.

- Data Driven: Creating a Data Culture by Hilary Mason and DJ Patil (free)
- Understanding the Chief Data Officer (free)
- Building Data Science Teams by DJ Patil (free)
More resources: How do I build a data science team?

Suggestions for more free data science books are always welcome!Come back to this answer to find out when I launch the webpage or to see me expand the list.A lot more stuff about learning data science at How do I become a data scientist?

Question on @Quora: What is the best online course for Python data science and machine learning?

What is the best online course for Python data science and machine learning?

Links: https://www.onlinecoursereport.com/the-50-best-online-course-providers-of-2015/

Enrolled courses:

- https://docs.scipy.org/doc/numpy-dev/user/quickstart.html
- http://cs231n.github.io/python-numpy-tutorial/
- http://www.labri.fr/perso/nrougier/teaching/numpy/numpy.html
- http://www.labri.fr/perso/nrougier/teaching/numpy.100/index.html
- http://www.python-course.eu/numpy.php
- http://www.scipy-lectures.org/intro/numpy/