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afshinea committed Aug 24, 2018
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Expand Up @@ -6,20 +6,19 @@ This repository aims at summing up in the same place all the important notions t
- All elements of the above combined in an **ultimate compilation of concepts**, to have with you at all times!

## Content
The material presented in this repo has the following characteristics.
#### VIP Cheatsheets
<a href="https://github.com/afshinea/stanford-cs-229-machine-learning/blob/master/cheatsheet-supervised-learning.pdf"><img src="https://stanford.edu/~shervine/images/vip-cheatsheet-supervised-learning.png?" alt="Illustration" width="220px"/></a><a href="https://github.com/afshinea/stanford-cs-229-machine-learning/blob/master/cheatsheet-unsupervised-learning.pdf"><img src="https://stanford.edu/~shervine/images/vip-cheatsheet-unsupervised-learning.png" alt="Illustration" width="220px"/></a><a href="https://github.com/afshinea/stanford-cs-229-machine-learning/blob/master/cheatsheet-deep-learning.pdf"><img src="https://stanford.edu/~shervine/images/vip-cheatsheet-deep-learning.png" alt="Illustration" width="220px"/></a><a href="https://github.com/afshinea/stanford-cs-229-machine-learning/blob/master/cheatsheet-machine-learning-tips-and-tricks.pdf"><img src="https://stanford.edu/~shervine/images/vip-cheatsheet-machine-learning-tricks.png" alt="Illustration" width="220px"/></a>
&nbsp; &nbsp; &nbsp;&nbsp; &nbsp; Supervised Learning &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; Unsupervised Learning &nbsp; &nbsp; &nbsp; &nbsp;&nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; Deep Learning &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; Tips and tricks

| Category | Topic | Preview |
|:--:|:---:|:---:|
| VIP Cheatsheet | Supervised learning | <a href="https://github.com/afshinea/stanford-cs-229-machine-learning/blob/master/cheatsheet-supervised-learning.pdf"><img src="https://stanford.edu/~shervine/images/vip-cheatsheet-supervised-learning.png?" alt="Illustration" width="400px"/></a> |
| VIP Cheatsheet| Unsupervised learning | <a href="https://github.com/afshinea/stanford-cs-229-machine-learning/blob/master/cheatsheet-unsupervised-learning.pdf"><img src="https://stanford.edu/~shervine/images/vip-cheatsheet-unsupervised-learning.png?" alt="Illustration" width="400px"/></a> |
| VIP Cheatsheet| Deep learning | <a href="https://github.com/afshinea/stanford-cs-229-machine-learning/blob/master/cheatsheet-deep-learning.pdf"><img src="https://stanford.edu/~shervine/images/vip-cheatsheet-deep-learning.png?" alt="Illustration" width="400px"/></a> |
| VIP Cheatsheet| Tips and tricks | <a href="https://github.com/afshinea/stanford-cs-229-machine-learning/blob/master/cheatsheet-machine-learning-tips-and-tricks.pdf"><img src="https://stanford.edu/~shervine/images/vip-cheatsheet-machine-learning-tricks.png?" alt="Illustration" width="400px"/></a> |
| VIP Refresher| Probabilities and statistics | <a href="https://github.com/afshinea/stanford-cs-229-machine-learning/blob/master/refresher-probabilities-statistics.pdf"><img src="https://stanford.edu/~shervine/images/vip-refresher-probabilities-and-statistics.png?" alt="Illustration" width="400px"/></a> |
| VIP Refresher| Linear algebra and calculus | <a href="https://github.com/afshinea/stanford-cs-229-machine-learning/blob/master/refresher-algebra-calculus.pdf"><img src="https://stanford.edu/~shervine/images/vip-refresher-linear-algebra-and-calculus.png?" alt="Illustration" width="400px"/></a> |
| Super VIP Cheatsheet| Everything related to machine learning | <a href="https://github.com/afshinea/stanford-cs-229-machine-learning/blob/master/super-cheatsheet-machine-learning.pdf"><img src="https://stanford.edu/~shervine/images/super-vip-cheatsheet.png?" alt="Illustration" width="400px"/></a> |
#### VIP Refreshers
<a href="https://github.com/afshinea/stanford-cs-229-machine-learning/blob/master/refresher-probabilities-statistics.pdf"><img src="https://stanford.edu/~shervine/images/vip-refresher-probabilities-and-statistics.png" alt="Illustration" width="220px"/></a><a href="https://github.com/afshinea/stanford-cs-229-machine-learning/blob/master/refresher-algebra-calculus.pdf"><img src="https://stanford.edu/~shervine/images/vip-refresher-linear-algebra-and-calculus.png#1" alt="Illustration" width="220px"/></a> &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp;&nbsp; &nbsp; &nbsp; Probabilities and Statistics &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; Algebra and Calculus


#### Super VIP Cheatsheet
<a href="https://github.com/afshinea/stanford-cs-229-machine-learning/blob/master/super-cheatsheet-machine-learning.pdf"><img src="https://stanford.edu/~shervine/images/super-vip-cheatsheet.png" alt="Illustration" width="400px"/></a> &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp;&nbsp; &nbsp; &nbsp; All the above gathered in one place

## Website
This material is also available on a dedicated [website](https://stanford.edu/~shervine/teaching/cs-229.html), so that you can enjoy reading it from any device.

## Authors
Afshine Amidi and Shervine Amidi.
Afshine Amidi (Ecole Centrale Paris, MIT) and Shervine Amidi (Ecole Centrale Paris, Stanford University)

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