nano-deep-learning: A CSS repository from Pathetic Forks

Guide to Deep Learning for Teens in 6 Sessions

This course was prepared for the Nanohacker community. Thanks to Thoughtworks for hosting our sessions!

$ git clone https://github.com/deepdeepdot/nano-deep-learning.git
$ cd nano-deep-learning

If you have python 2.7

$ python -m SimpleHTTPServer

If you have python 3

$ python -m http.server

Overview

It requires proficiency in a programming language, say Ruby or Javascript. Also, it assumes knowledge of basic git commands and github. We'll cover some computer science topics like trees, functional programming using Python, and classes in Python.

Prerequisites

Experience with programming
Full stack web development

Math Cheatsheet https://www.flickr.com/photos/95869671@N08/40544016221 $Match Cheatsheet Image$

Math concepts: matrix, functions, basic stats
Programming with Python: images, plotting functions
Intro to deep learning concepts
Neural Networks: NN, CNN, RNN
Overview of popular APIs
- tensorflow, keras, pytorch
Deep Learning with Javascript
- ml5.js, magenta.js, tensorflow.js

Sources

I decided not to recreate slides that have been wonderfully created by other free online course and also reuse much of the available online material on the net.