/PyTorch-Architectures

PyTorch implementation of Deep-Learning Architectures

Primary LanguageJupyter NotebookMIT LicenseMIT

PyTorch-Architectures

Note: This is a personal experimentation repo.


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

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