/DL_Notebooks

This repo contains all the notebooks mentioned in blog.

Primary LanguageJupyter Notebook

Blog

Colab Binder

  • Blog
  • Implementations of different topics in 7 different frameworks(almost) along with demos(some)

Deep Learning Notebooks

Vision

📃 Topics ✏️ Blog 📯 Keras 🔥 PyTorch ⚡ Fastai ⛲ TF 🎉 Demos
🎛️ Multi-Layer Perceptron Introduction to MLP mlp_keras mlp_pytorch mlp_fastai mlp_tf -
📸Convolutional Neural Networks Introduction to CNN cnn_keras cnn_pytorch cnn_fastai cnn_tf -
🖼️Transfer Learning Introduction to Transfer Learning transfer_keras transfer_pytorch transfer_fastai - -
🔨Visualizing CNN Introduction to Visualizing CNN vis_cnn_keras - vis_cnn_fastai - -
🌉Style Transfer Introduction to Style Transfer style_keras style_pytorch style_fastai style_tf -
💡Object Detection Introduction to Object Detection detect_keras detect_pytorch detect_fastai detect_tf detect_demos
:trollface:Adversarial Learning Adversarial Learning adv_keras adv_pytorch - adv_tf -
🌋Generative Adversarial Networks Introduction to GAN gan_keras gan_pytorch gan_fastai - -
🌵Siamese Networks Siamese Networks siamese_keras - siamese_fastai - -
🐘Meta Learning Meta Learning - meta_baseline meta_baseline++ meta_maml - - -

NLP

📃 Topics ✏️ Blog 📯 Keras 🔥 PyTorch ⚡ Fastai 👾 Flair 🔱 AllenNLP
🔄Recurrent Neural Networks Introduction to RNN char_rnn_keras char_rnn_pytorch char_rnn_fastai - -
💫LSTM and GRU Introduction to LSTM and GRU lstm_keras lstm_pytorch lstm_fastai lstm_flair -
🚀Transfer Learning in NLP Power of Transfer Learning in NLP tl_nlp_keras tl_nlp_pytorch tl_nlp_fastai tl_nlp_flair tl_nlp_allennlp

Federated Learning

📃 Topics ✏️ Blog ⛲ TF 🔥 PyTorch
🤫Federated Learning and Privacy Federated Learning and Privacy fl_tf fl_pysyft