dudeperf3ct / dl_notebooks

This repo contains all the notebooks mentioned in blog.

Blog

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

Deep Learning Notebooks

• Vision
• NLP
• Federated Learning

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
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	-	-	-

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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

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Federated Learning

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

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