A Gentle Introduction to Deep Learning

Materials for IMPRS summer school workshop

interactive notebook

• try out a simple CNN on MNIST with CNN-MNIST-Keras.ipynb

other resources:

• To see some more complex CNN models, have a look at these cool 3D interactive visualization at https://tensorspace.org And you can draw your own inputs as well !

• A lot of interactive visualizations collected here

• Highly recommended: Neuromatch Academy Deep Learning here

• Videos from 3Blue1Brown about Deep Neural Networks, available on Youtube

• Curated lists of resources

  • https://github.com/ChristosChristofidis/awesome-deep-learning
  • https://project-awesome.org/guillaume-chevalier/awesome-deep-learning-resources

• For research papers

  • https://paperswithcode.com

• Python

  • Tensorflow/Keras (https://www.tensorflow.org)
  • PyTorch (https://pytorch.org)
  • JAX (https://jax.readthedocs.io/en/latest/notebooks/quickstart.html)

• Julia

  • flux (https://github.com/FluxML/Flux.jl)