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Published 20 hours ago • verified publisher icon dudeperf3ct
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Metadata

This repo contains all the notebooks mentioned in blog.

Blog

Colab Binder

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

Deep Learning Notebooks

  • Vision
  • NLP
  • Federated Learning

Vision

:page_with_curl: Topics :pencil2: Blog :postal_horn: Keras :fire: PyTorch :zap: Fastai :fountain: TF :tada: 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 - -
:hammer:Visualizing CNN Introduction to Visualizing CNN vis_cnn_keras - vis_cnn_fastai - -
:bridge_at_night:Style Transfer Introduction to Style Transfer style_keras style_pytorch style_fastai style_tf -
:bulb: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 -
:volcano:Generative Adversarial Networks Introduction to GAN gan_keras gan_pytorch gan_fastai - -
:cactus:Siamese Networks Siamese Networks siamese_keras - siamese_fastai - -
:elephant:Meta Learning Meta Learning - meta_baseline meta_baseline++ meta_maml - - -

NLP

:page_with_curl: Topics :pencil2: Blog :postal_horn: Keras :fire: PyTorch :zap: Fastai :space_invader: Flair :trident: AllenNLP
:arrows_counterclockwise:Recurrent Neural Networks Introduction to RNN char_rnn_keras char_rnn_pytorch char_rnn_fastai - -
:dizzy:LSTM and GRU Introduction to LSTM and GRU lstm_keras lstm_pytorch lstm_fastai lstm_flair -
:rocket: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

:page_with_curl: Topics :pencil2: Blog :fountain: TF :fire: PyTorch
🤫Federated Learning and Privacy Federated Learning and Privacy fl_tf fl_pysyft

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verified publisher icon dudeperf3ct

Metadata

This repo contains all the notebooks mentioned in blog.

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