CS 329S: Machine Learning Systems Design

https://stanford-cs329s.github.io/syllabus.html

tsp-solver

https://github.com/shunji-umetani/tsp-solver

gap-solver

https://github.com/shunji-umetani/gap-solver

Traveling Salesperson Problem with OR-Tools

https://developers.google.com/optimization/routing/tsp

PyLKH
https://pypi.org/project/lkh/

Convert pulp model into matrix formulation
https://pypi.org/project/pulp2mat/

Random access in deque is too slow
https://prd-xxx.hateblo.jp/entry/2020/02/07/114818

Team topologies
https://slide.meguro.ryuzee.com/slides/109

https://rsk0315.hatenablog.com/entry/2022/08/27/164644

https://cloraordinary.com/cシングルクォーテーションとダブルクォーテシ

https://or.stackexchange.com/questions/5150/what-are-the-advantages-of-commercial-solvers-like-gurobi-or-xpress-over-open-so/5151#5151

Heuristics Optimization Materials

https://heuristic-ja.growi.cloud/リンク集

MIPLIB and Hans Mittelmann’s benchmarks

https://orsj.org/wp-content/corsj/or65-1/or65_1_49.pdf

How to solve the Optimal Transportation Problem

https://www.slideshare.net/joisino/ss-249394573

Quantile Regression by LightGBM
https://developer.ibm.com/articles/prediction-intervals-explained-a-lightgbm-tutorial/

Inferring the effect of an event using CausalImpact by Kay Brodersen

https://www.youtube.com/watch?v=GTgZfCltMm8

https://ymatsux-cp-ja.blogspot.com/2022/11/ahc015-3.html

https://tech.classi.jp/entry/2022/11/02/120000

https://qiita.com/nojima/items/57b9d39d7d73362ac883

https://heavywatal.github.io/cxx/speed.html

https://blog.ysk.im/x/ngboost-with-lightgbm

https://speakerdeck.com/moepy_stats/social-implementation-of-machine-learning-2022

DuaLip: Dual Decomposition based Linear Program Solver

https://github.com/linkedin/DuaLip

Official code and data repository of ADBench: Anomaly Detection Benchmark (NeurIPS 2022)

https://github.com/Minqi824/ADBench

2022年度版Python環境構築徹底解説

https://qiita.com/kjm_nuco/items/733d67ff39acb41839f2

https://medium.com/@AnalyticsAtMeta/notifications-why-less-is-more-how-facebook-has-been-increasing-both-user-satisfaction-and-app-9463f7325e7d

https://zenn.dev/karaage0703/articles/3508b20ece17d4

https://tech-blog.tabelog.com/entry/advent-calendar-20221204

https://note.com/vaaaaanquish/n/n6d5196f13988