vishal-burman / PyTorch-Architectures

PyTorch implementation of Deep-Learning Architectures

PyTorch-Architectures

Note: This is a personal experimentation repo.

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Name	Paper Link	Link to notebook
LeNet	Paper	Notebook
AlexNet	Paper	Notebook
VGG16	Paper	Notebook
DenseNet121	Paper	Notebook
ResNet18	Paper	Notebook
ResNet34	Paper	Notebook
ResNet50	Paper	Notebook
ResNet101	Paper	Notebook
ResNet152	Paper	Notebook
NiN: Network in Network	Paper	Notebook
FRN: Filter Response Normalization	Paper	Notebook
MobileNetV1	Paper	Notebook
MobileNetV2	Paper	Notebook
ShuffleNet	Paper	Notebook
ViT: Transformer for Image Recognition	Paper	Notebook
MLPMixer	Paper	Notebook
NNLM: Neural Language Model	Paper	Notebook
Word2Vec	Paper	Notebook
FastText	Paper	Notebook
Seq2Seq	Paper	Notebook
Learning Phrase Representations using Seq2Seq	Paper	Notebook
TextRNN	Paper	Notebook
TextCNN	Paper	Notebook
TextBiLSTM	Paper	Notebook
BERT	Paper	Notebook
MLM: Masked Language Modeling(DistilBERT)	Paper	Notebook
OpenAI GPT	Paper	Notebook
OpenAI GPT2	Paper	Notebook
Transformer XLM	Paper	Notebook
XLNet	Paper	Notebook
FNet	Paper	Notebook
Structured Self-Attentive Sentence Embedding	Paper	Notebook
TabTransformer	Paper	Notebook
BPR: Bayesian Personalized Ranking from Implicit Feedback	Paper	Notebook

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Miscellaneous:

Name	Notebook Link
Knowledge Distillation	Notebook Link
T5 Add-Sub	Notebook Link
T5 Unjumble	Notebook Link
T5 AutoComplete	Notebook Link
DistilBERT PT	Notebook Link
Image-Search(Dual Encoder)	Notebook Link
Metric Learning	Notebook Link
FluentQ	Notebook Link
Transformer-TimeSeries	Notebook Link