# rebecca-vickery/data-science-learning-resources

A comprehensive list of free resources for learning data science

repo name | rebecca-vickery/data-science-learning-resources |

repo link | https://github.com/rebecca-vickery/data-science-learning-resources |

homepage | |

language | |

size (curr.) | 10 kB |

stars (curr.) | 248 |

created | 2020-05-30 |

license | Creative Commons Zero v1.0 Universal |

# Data Science Learning Resources

A comprehensive list of free resources for learning data science.

## Python

### Courses/Tutorials

**Datacamp**selected free courses.**Dataquest**free trial.- A really good
**tutorial on OOP for data science**.

### Books

**The Hitchhiker’s Guide to Python**.**Automate the Boring Stuff with Python**.**Python for Everybody**.**Python Data Science Handbook**.**Introduction to Machine Learning with Python**.

## Machine Learning

### Courses/Tutorials

**Google’s machine learning crash course**.**Scikit-learn workshop**material by Andreas Mueller, core contributor to Scikit-learn.**Applied machine Learning**material from Columbia University.**Machine learning with python**github repo with numerous tutorials.**Notes on data science & machine learning**by Chris Albon.**Machine lerning (theory) flashcards**by Chris Albon.**Introduction to Machine Learning with Scikit-learn**.

### Books

**Natural Language Processing with Python**.**Hands on Machine Learning with Scikit-learn and Tensorflow**.**A curated list of widely cited papers on machine learning**.

## Deep Learning

### Courses/Tutorials

**FastAI**practical deep learning for coders.

### Books

## Maths & Statistics

### Courses/Tutorials

### Books

**Practical Statistics for Data Scientists**.**Think Stats**.**Bayesian Methods for Hackers**.**Statistics in Plain English**.**Computer Age Statistical Inference**.

## Data Engineering

**Machine learning system design - data engineering**, Stanford lecture notes by Chip Huyen.