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"mlops" Awesome Lists

awesome-production-machine-learning

A curated list of awesome open source libraries to deploy, monitor, version and scale your machine learning

awesome awesome-list data-mining deep-learning explainability interpretability large-scale-machine-learning large-scale-ml machine-learning machine-learning-operations

16,443 stars
2,181 forks
584 projects

Last updated: 28 May 2024

awesome-mlops

:sunglasses: A curated list of awesome MLOps tools

ai awesome data-science machine-learning machine-learning-engineering ml mle mlops

4,068 stars
565 forks
297 projects

Last updated: 30 Oct 2024

awesome-llmops

An awesome & curated list of best LLMOps tools for developers

ai-development-tools awesome-list llmops mlops

3,917 stars
373 forks
328 projects

Last updated: 29 Oct 2024

awesome-argo

A curated list of awesome projects and resources related to Argo (a CNCF graduated project)

argo argo-events argo-rollouts argo-workflows argocd awesome awesome-list awesome-lists cloud-native cncf

2,072 stars
167 forks
393 projects

Last updated: 10 Jan 2025

awesome-ai-tools

A curated list of Artificial Intelligence Top Tools

ai ai-tools ai-top-tools awesome awesome-ai awesome-ai-tools awesome-list bestofai easywithai futurepedia

581 stars
160 forks
335 projects

Last updated: 29 May 2024

awesome-mlops

All the available resources to master MLOPS from scratch

automl aws-sagemaker azure-ml bentoml dagshub django docker dvc fastapi git

262 stars
38 forks
140 projects

Last updated: 05 Jan 2025

awesome-MLSecOps

A curated list of MLSecOps tools, articles and other resources on security applied to Machine Learning and MLOps systems.

awesome cloud data-poisoning devsecops exploit large-language-models llm machine-learning machine-learning-security mlops

229 stars
36 forks
186 projects

Last updated: 14 Oct 2024

awesome-kubeflow

A curated list of awesome projects and resources related to Kubeflow (a CNCF incubating project)

awesome awesome-list awesome-lists cloud-native cncf data-pipelines data-science deep-learning devops kubeflow

183 stars
15 forks
146 projects

Last updated: 18 May 2024

awesome-ai-safety

📚 A curated list of papers & technical articles on AI Quality & Safety

ai ai-alignment ai-quality ai-safety artificial-intelligence awesome awesome-list computer-vision ethical-ai llm

166 stars
14 forks
38 projects

Last updated: 20 Dec 2024

Data-Engineering-Roadmap

Roadmap for Data Engineering

awesome awesome-list awesome-resources ci-cd cloud data-science database dataengineering datapipeline datapreprocessing

148 stars
24 forks
119 projects

Last updated: 31 May 2024

recommendations-for-engineers

All of my recommendations for aspiring engineers in a single place, coming from various areas of interest.

awesome awesome-list cybersecurity data-science lists machine-learning macos mlops pyxelr-setup resources

132 stars
24 forks
1,163 projects

Last updated: 20 Apr 2024

awesome-llmops

Awesome series for LLMOps

bard deep-learning feature-engineering gpt large-language-models llm llmops machine-learning mlops nlp

27 stars
5 forks
46 projects

Last updated: 06 Jun 2024

Awesome-AIML-Data-Ops

Awesome AI -ML-Data Ops

ai aiops awesome dataops mlops

19 stars
3 forks
330 projects

Last updated: 05 May 2024

Awesome-LLM-Productization

Awesome-LLM-Productization: a curated list of tools/tricks/news/regulations about AI and Large Language Model (LLM) productization

ai awesome awesome-list large-language-models llm llm-inference llm-serving llmops machine-learning mlops

19 stars
3 forks
52 projects

Last updated: 29 Apr 2024

mlsecops-devsecops-awesome

A repository for MLSecOps and DevSecOps research and more!

awesome awesome-list devops devsecops jenkins-pipeline mlops mlsecops

9 stars
0 forks
37 projects

Last updated: 20 Dec 2024

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best-practices 22 cryptography 22 awsome-list 22 infosec 22 microsoft 22 self-supervised-learning 22 awesomeness 21 self-hosted 21 data-analysis 21 object-detection 21 youtube 21 apple 21 c 20 segmentation 20 opendata 20 startups 20 visualization 20 mathematics 20 ui 20 osint 20 cloud-computing 20 sql 19 serverless 19 neural-networks 19 awsome 19 engineering 19 data-mining 19 programming-language 19 jobs 19 hacktoberfest-accepted 19 azure 19 chinese 19 federated-learning 18 stable-diffusion 18 blogs 18 roadmap 18 llama 18 game-engine 18 coding 18 interview 18 raspberry-pi 18 website 18 guidelines 18 marketing 18 cli 17 statistics 17 bugbounty 17 autonomous-driving 17 algorithm 17 python3 17 time-series 17 deeplearning 17 apps 17 multimodal 17 knowledge-graph 17 decentralized 17 graphql 17 graph 17 knowledge 17 containers 17 startup 17 mobile 17 resource 16 bash 16 slam 16 curated 16 webgl 16 image-processing 16 blog 16 optimization 16 articles 16 mlops 16 saas 16 chatbot 16 language 16 code 16 learning-resources 16 microservices 16 front-end 16 cheatsheet 16 representation-learning 16 prompt-engineering 16 devsecops 15 cloud-native 15 graphics 15 big-data 15 reverse-engineering 15 analytics 15 autonomous-vehicles 15 foundation-models 15 machinelearning 15 bert 15 pentest 15 technology 15 networking 15 software-development 15 generative-art 15 aigc 15 mac 14 nextjs 14 terminal 14 detection 14 prompt 14 data-structures 14 recommender-system 14 transformers 14 data-engineering 14 3d 14 selfhosted 14 mysql 14 vuejs 14 ros 14 agent 14 nerf 14 icons 14 microservice 13 remote-sensing 13 unicorns 13 generative-adversarial-network 13 speech-recognition 13 backend 13 readme 13 deep-reinforcement-learning 13 open-data 13 webassembly 13 multimodal-deep-learning 13 cms 13 finance 13 swiftui 13 distributed-systems 13 telegram 13 performance 13 dart 13 animation 13 laravel 13 foss 13 dotnet-core 13 podcast 12 seo 12 guide 12 videos 12 monitoring 12 plugins 12 discord 12 graphics-programming 12 objective-c 12 storage 12 image 12 android-library 12 svelte 12 ecommerce 12 wordpress 12 react-components 12 malware-analysis 12 gis 12 art 12 haskell 12 android-development 12 p2p 12 dapp 12 gan 12 font 12 vision-and-language 12 rails 12 command-line 12 oss 12 pwa 12 ansible 12 gaming 11 ui-design 11 design-systems 11 postgresql 11 planning 11 unity3d 11 elasticsearch 11 vscode 11 language-model 11 cvpr 11 sustainability 11 automl 11 hacktoberfest2020 11 frameworks 11 course 11 transfer-learning 11 js 11 question-answering 11 databases 11 chatgpt-api 11 sysadmin 11 wasm 11 creative-coding 11 pose-estimation 11 node 11 free-software 11 static-analysis 11 front-end-development 11 diffusion 10 medical-imaging 10 cv 10 evm 10 point-cloud 10 quantum-computing 10 multimodal-learning 10 arduino 10 ctf 10 webpack 10 indonesia 10 cuda 10 hosting 10 writing 10 gpu 10 yolo 10 fuzzing 10 hacktoberfest2021 10 malware 10 guides 10 blockchain-technology 10 large-language-model 10 docs 10 movies 10 network 10 model-compression 10 search-engine 10 beginner-friendly 10 open-science 10 explainable-ai 10 rest-api 10 speech-processing 10 programming-languages 10 reading-list 10 students 10 bookmarks 10 text-to-image 10 developer 10 3d-graphics 10 operating-system 10 climate-change 10 interview-questions 10 text-mining 10 search 10 golang-library 10 vr 10 gpts 10 interpretability 10 math 9 reference 9 benchmark 9 flask 9 classification 9 cicd 9 book 9 authentication 9 jupyter-notebook 9 android-application 9 geospatial 9 webcomponents 9 swift-library 9 in-context-learning 9 unsupervised-learning 9 sre 9 machine-learning-algorithms 9 ionic 9 applications 9 reddit 9 conference 9 websites 9 unix 9 ide 9 augmented-reality 9 quantization 9 management 9 podcasts 9 leetcode 9 image-generation 9 cross-platform 9 google 9 time-series-analysis 9 generative-model 9 semantic-web 9 fairness 9 android-app 9 system-design 9 npm 9 datascience 9 email 9 code-generation 9 anomaly-detection 9 social-network 9 ux 9 sentiment-analysis 9 edge-computing 9 erlang 9 simulation 9 fpga 9 hacking-tools 9 application 9 trading 9 privacy-tools 9 article 9 bug-bounty 9 microservices-architecture 9 semantic-segmentation 8 pruning 8 virtual-reality 8 incident-response 8 cncf 8 minecraft 8 btc 8 twitter 8 flutter-examples 8 bots 8 dapps 8 news 8 xai 8 paperlist 8 ubuntu 8 few-shot-learning 8 fintech 8 notes 8 chemistry 8 threat-intelligence 8 chinese-translation 8 functional-programming 8 3d-reconstruction 8 unreal-engine 8 ros2 8 linux-desktop 8 ruby-on-rails 8 software-architecture 8 cyber-security 8 arkit 8 fonts 8 embedded-systems 8 conferences 8 templates 8 bsd 8 adversarial-machine-learning 8 lua 8 multimodal-large-language-models 8 infrastructure-as-code 8 ui-components 8 shell 8 electronics 8 engine 8