Check List Before Deep Learning

For CoderBunker meetup sessions, we’re following the awesome fast.ai course here is the recommended skills before you start fast.ai

Essential Skills

• Python Programming

• Basic Linux Command

Extra reading list

Not mandatory, but really helps the understanding

We’ll mention and introduce most of the material during course

Tutorials

• 3 blue 1 brown neural network explained visually

• Michael Nielsen’s Neural Networks and Deep Learning

• The deep learning book by Ian Goodfellow, Yoshua Bengio and Aaron Courville Deep Learning

• Andrew Ng’s machine learning course on coursera

• Theano’s tutorial on convolution (with very explanatory pictures)

Have fun

• Tensorflow Playground: Play around with basic MLP.

• Distill’s amazing visualization/interactive explaining on neural network topics

• Online neural doodle, realtime neural artistic transfer.

Dataset

• kaggle,The best place to discover and seamlessly analyze open data

• Brine, computer vision dataset collection.