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Derek Shi's Projects

attentiondeepmil icon attentiondeepmil

Implementation of Attention-based Deep Multiple Instance Learning in PyTorch

d2l-en icon d2l-en

Interactive deep learning book with multi-framework code, math, and discussions. Adopted at 200 universities.

ecanet icon ecanet

Code for ECA-Net: Efficient Channel Attention for Deep Convolutional Neural Networks

introrl icon introrl

Intro to Reinforcement Learning (强化学习纲要)

kaggle-rcic-1st icon kaggle-rcic-1st

1st Place Solution for Kaggle Recursion Cellular Image Classification Challenge -- https://www.kaggle.com/c/recursion-cellular-image-classification/

mask_rcnn icon mask_rcnn

Mask R-CNN for object detection and instance segmentation on Keras and TensorFlow

n2v icon n2v

This is the implementation of Noise2Void training.

pix2pixhd icon pix2pixhd

Synthesizing and manipulating 2048x1024 images with conditional GANs

qcanet icon qcanet

Convolutional Neural Network-Based Instance Segmentation Algorithm to Acquire Quantitative Criteria of Early Mouse Development

rxrx1-utils icon rxrx1-utils

Starter code for the CellSignal NeurIPS 2019 competition.

tensor2tensor icon tensor2tensor

Library of deep learning models and datasets designed to make deep learning more accessible and accelerate ML research.

tf2_course icon tf2_course

Notebooks for my "Deep Learning with TensorFlow 2 and Keras" course

udvd_demo icon udvd_demo

This is a customized UDVD model, originally from https://github.com/sreyas-mohan/udvd.

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