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Costa Tan's Projects

awesome-ml4co icon awesome-ml4co

Awesome machine learning for combinatorial optimization papers.

ds-take-home icon ds-take-home

My solution to the book A Collection of Data Science Take-Home Challenges

examples icon examples

A set of examples around pytorch in Vision, Text, Reinforcement Learning, etc.

gcn-npec icon gcn-npec

PyTorch implementation of GCN-NPEC in "Efficiently Solving the Practical Vehicle Routing Problem: A Novel Joint Learning Approach"

hcvrp_drl icon hcvrp_drl

This repo implements our paper, "Deep Reinforcement Learning for Solving the Heterogeneous Capacitated Vehicle Routing Problem"

libffm icon libffm

A Library for Field-aware Factorization Machines

manager-worker-mtsptwr icon manager-worker-mtsptwr

Official implementation of paper "Learning to Solve Multiple-TSP with Time Window and Rejections via Deep Reinforcement Learning"

models icon models

Models and examples built with TensorFlow

online-3d-bpp-drl icon online-3d-bpp-drl

This repository contains the implementation of paper Online 3D Bin Packing with Constrained Deep Reinforcement Learning.

reinforcement-learning-cvrp icon reinforcement-learning-cvrp

Dynamic Attention Encoder-Decoder model to learn and design heuristics to solve capacitated vehicle routing problems

tsp_drl_ptrnet icon tsp_drl_ptrnet

"Neural Combinatorial Optimization with Reinforcement Learning"[Bello+, 2016], Traveling Salesman Problem solver

vrp_drl_mha icon vrp_drl_mha

"Attention, Learn to Solve Routing Problems!"[Kool+, 2019], Capacitated Vehicle Routing Problem solver

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