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GitHub - ray-project/ray: An open source framework that provides a simple, universal API for building distributed applications. Ray is packaged with RLlib, a scalable reinforcement learning library, and Tune, a scalable hyperparameter tuning library.

GitHub - suquark/hoplite

Hoplite: Efficient and Fault-Tolerant Collective Communication for Task-Based Distributed Systems ?

https://fullstackdeeplearning.com/

6.887 Machine Learning for Systems

http://implicit-layers-tutorial.org/

https://fergalcotter.com/

Repositories

Machine learning

GitHub - chainer/chainer: A flexible framework of neural networks for deep learning

GitHub - rook/rook: Storage Orchestration for Kubernetes

ceph on kubernetes CNCF graduated project

GitHub - ceph/ceph-csi: CSI driver for Ceph

https://huyenchip.com/2022/01/02/real-time-machine-learning-challenges-and-solutions.html

GitHub - ploomber/ploomber: The fastest ⚡️ way to build data pipelines. Develop iteratively, deploy anywhere. ☁️

快速构建数据流,插件、平台支持完整

GitHub - feast-dev/feast: Feature Store for Machine Learning

feature store FB 出品

GitHub - apache/airflow: Apache Airflow - A platform to programmatically author, schedule, and monitor workflows

A platform to programmatically author, schedule, and monitor workflows

https://github.com/jina-ai/jina

GitHub - jina-ai/jina: Cloud-native neural search framework for 𝙖𝙣𝙮 kind of data

nn framework: Document + Excutor + Flow

GitHub - apache/incubator-doris: Apache Doris(Incubating) is an MPP-based interactive SQL data warehousing for reporting and analysis.

MPP(massively parallel processing) SQL data warehousing

c++/java

Company

Weights&Biases – Developer tools for ML

Weights&Biases · GitHub

Paper list

https://jeongseob.github.io/readings_mlsys.html

Tools

GitHub - floydhub/dl-docker: An all-in-one Docker image for deep learning. Contains all the popular DL frameworks (TensorFlow, Theano, Torch, Caffe, etc.)

Blog

Strike Freedom

https://huyenchip.com/

https://github.com/chiphuyen

https://bellard.org/

ml system, online learning

https://blog.ityoung.tech/

https://www.mihaileric.com/

https://machinelearningmastery.com/

http://mitchgordon.me/

Interesting

GitHub - marp-team/marp: The entrance repository of Markdown presentation ecosystem

Misc

plugins/portmap.go at master · containernetworking/plugins · GitHub

GitHub - temporalio/temporal: Temporal service

Advanced Statistical Computing

Self-Attention和Transformer - machine-learning-notes

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