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models

Models built with TensorFlow

molbart

Pretrained SMILES transformation model for finetuning for diverse molecular tasks.

moleculestm

Multi-modal Molecule Structure-text Model for Text-based Editing and Retrieval, Nat Mach Intell 2023 (https://www.nature.com/articles/s42256-023-00759-6)

mxnet

Lightweight, Portable, Flexible Distributed/Mobile Deep Learning with Dynamic, Mutation-aware Dataflow Dep Scheduler; for Python, R, Julia, Scala, Go, Javascript and more

n_gram_graph

N-Gram Graph: Simple Unsupervised Representation for Graphs, NeurIPS'19 (https://arxiv.org/abs/1806.09206)

nlp-examples

nnvm

Intermediate Computational Graph Representation for Deep Learning Systems

page_rank

pandoc-journal-templates

Pandoc templates and resources for the major (bio)statistics journals

poj

This is all about the ACM/ICPC programs on POJ.

project

Website for research projects

py-upset

A pure-python implementation of the UpSet suite of visualisation methods by Lex, Gehlenborg et al.

pygcn

Graph Convolutional Networks in PyTorch

pymc3

Probabilistic Programming in Python: Bayesian Modeling and Probabilistic Machine Learning with Theano

pytorch-cifar

95.16% on CIFAR10 with PyTorch

pytorch-simsiam

A PyTorch re-implementation of the paper 'Exploring Simple Siamese Representation Learning'. Reproduced the 67.8% Top1 Acc on ImageNet.

pytorch-summary

Model summary in PyTorch similar to `model.summary()` in Keras

pytorch-tutorial

PyTorch Tutorial for Deep Learning Researchers

pytorch_distributed_nn

implement distributed neural network and straggler kill in Pytorch

pytorch_geometric

Geometric Deep Learning Extension Library for PyTorch

pytorch_resnet_cifar10

Proper implementation of ResNet-s for CIFAR10/100 in pytorch that matches description in original paper.

quantization_coding

ram

Recurrent Visual Attention Model

reinforcement-learning

Implementation of Reinforcement Learning Algorithms. Python, OpenAI Gym, Tensorflow. Exercises and Solutions to accompany Sutton's Book and David Silver's course.

resnet

Reproduce ResNet-v2(Identity Mappings in Deep Residual Networks) with MXNet

resnext-densenet

PyTorch Implementation for ResNet, Pre-Activation ResNet, ResNeXt and DenseNet

sgnn-ebm

Structured Multi-task Learning for Molecular Property Prediction, AISTATS'22 (https://proceedings.mlr.press/v151/liu22e.html)

simsiam

A pytorch implementation for paper 'Exploring Simple Siamese Representation Learning'

some_demo