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willchen05's Projects

aaai_melding_code icon aaai_melding_code

Code the AAAI 2019 paper "Melding the Data-Decisions Pipeline: Decision-Focused Learning for Combinatorial Optimization"

advisor icon advisor

Open-source implementation of Google Vizier for hyper parameters tuning

alphago_demo icon alphago_demo

This is the code for "How Does DeepMind's AlphaGo Zero Work?" Siraj Raval on Youtube

astgcn-r-pytorch icon astgcn-r-pytorch

Attention Based Spatial-Temporal Graph Convolutional Networks for Traffic Flow Forecasting, AAAI 2019, pytorch version

autodl icon autodl

Automated Deep Learning without ANY human intervention. 1'st Solution for AutoDL challenge@NeurIPS.

awesome-automl-papers icon awesome-automl-papers

A curated list of automated machine learning papers, articles, tutorials, slides and projects

bayesian-neural-networks icon bayesian-neural-networks

Pytorch implementations of Bayes By Backprop, MC Dropout, SGLD, the Local Reparametrization Trick, KF-Laplace, SG-HMC and more

bptf icon bptf

Temporal Collaborative Filtering with Bayesian Probabilistic Tensor Factorization

cs-notes icon cs-notes

:books: 技术面试必备基础知识、Leetcode、计算机操作系统、计算机网络、系统设计

deeprl icon deeprl

Deep Reinforcement Learning Lab, a platform designed to make DRL technology and fun for everyone

drl_binpacking icon drl_binpacking

3D bin packing is a classical and challenging combinatorial optimization problem in logistics and production systems. An effective bin packing algorithm means the reduction of total packing cost and increase in utilization of resources. Because the cost of packing materials, which is mainly determined by their surface area, occupies the most part of packing cost, and in many real business scenarios there is no bin with fixed size, so AI Department of Cainiao proposed a new type of 3D bin packing problem. The objective of this new type of 3D bin packing problem is to pack all items into a bin with minimized surface area. And a DRL method based on the sequence-to-sequence model is proposed to solve the problem. This is the research paper link: https://arxiv.org/abs/1708.05930. Source code of this method can be found in the project.

dvnd-df icon dvnd-df

A Dataflow implementation of DVND Local Search for the Minimum Latency Problem using GPU card

e2ec icon e2ec

E2EC: An End-to-End Contour-based Method for High-Quality High-Speed Instance Segmentation

familia icon familia

A Toolkit for Industrial Topic Modeling

gcn icon gcn

Implementation of Graph Convolutional Networks in TensorFlow

hybrid-cp-rl-solver icon hybrid-cp-rl-solver

Combining Reinforcement Learning and Constraint Programming for Combinatorial Optimization

informer2020 icon informer2020

The GitHub repository for the paper "Informer" accepted by AAAI 2021.

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