โโSolving Mixed Integer Programs Using Neural Networks
Article on speeding up Mixed Integer Programs with ML. Mixed Integer Programs are usually NP-hard problems:
- Problems solved with linear programming
- Production planning (pipeline optimization)
- Scheduling / Dispatching
Or any problems where integers represent various decisions (including some of the graph problems).
ArXiV: https://arxiv.org/abs/2012.13349
Wikipedia on Mixed Integer Programming: https://en.wikipedia.org/wiki/Integer_programming
#NPhard #MILP #DeepMind #productionml #linearprogramming #optimizationproblem
Article on speeding up Mixed Integer Programs with ML. Mixed Integer Programs are usually NP-hard problems:
- Problems solved with linear programming
- Production planning (pipeline optimization)
- Scheduling / Dispatching
Or any problems where integers represent various decisions (including some of the graph problems).
ArXiV: https://arxiv.org/abs/2012.13349
Wikipedia on Mixed Integer Programming: https://en.wikipedia.org/wiki/Integer_programming
#NPhard #MILP #DeepMind #productionml #linearprogramming #optimizationproblem
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We are the first Telegram Data Science channel.
Channel was started as a collection of notable papers, news and releases shared for the members of Open Data Science (ODS) community. Through the years of just keeping the thing going we grew to an independent online Media supporting principles of Free and Open access to the information related to Data Science.
Ultimate Posts
* Where to start learning more about Data Science. https://github.com/open-data-science/ultimate_posts/tree/master/where_to_start
* @opendatascience channel audience research. https://github.com/open-data-science/ods_channel_stats_eda
Open Data Science
ODS.ai is an international community of people anyhow related to Data Science.
Website: https://ods.ai
Hashtags
Through the years we accumulated a big collection of materials, most of them accompanied by hashtags.
#deeplearning #DL โ post about deep neural networks (> 1 layer)
#cv โ posts related to Computer Vision. Pictures and videos
#nlp #nlu โ Natural Language Processing and Natural Language Understanding. Texts and sequences
#audiolearning #speechrecognition โ related to audio information processing
#ar โ augmeneted reality related content
#rl โ Reinforcement Learning (agents, bots and neural networks capable of playing games)
#gan #generation #generatinveart #neuralart โ about neural artt and image generation
#transformer #vqgan #vae #bert #clip #StyleGAN2 #Unet #resnet #keras #Pytorch #GPT3 #GPT2 โ related to special architectures or frameworks
#coding #CS โ content related to software engineering sphere
#OpenAI #microsoft #Github #DeepMind #Yandex #Google #Facebook #huggingface โ hashtags related to certain companies
#productionml #sota #recommendation #embeddings #selfdriving #dataset #opensource #analytics #statistics #attention #machine #translation #visualization
Chats
- Data Science Chat https://t.me/datascience_chat
- ODS Slack through invite form at website
ODS resources
* Main website: https://ods.ai
* ODS Community Telegram Channel (in Russian): @ods_ru
* ML trainings Telegram Channel: @mltrainings
* ODS Community Twitter: https://twitter.com/ods_ai
Feedback and Contacts
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