mlops
There are 2188 repositories under mlops topic.
awesome-mlops
:sunglasses: A curated list of awesome MLOps tools
polyaxon
MLOps Tools For Managing & Orchestrating The Machine Learning LifeCycle
God-Level-AI
A collection of scientific methods, processes, algorithms, and systems to build stories & models.
pipelines
Machine Learning Pipelines for Kubeflow
giskard
🐢 Open-Source Evaluation & Testing for LLMs and ML models
deepchecks
Deepchecks: Tests for Continuous Validation of ML Models & Data. Deepchecks is a holistic open-source solution for all of your AI & ML validation needs, enabling to thoroughly test your data and models from research to production.
ploomber
The fastest ⚡️ way to build data pipelines. Develop iteratively, deploy anywhere. ☁️
lance
Modern columnar data format for ML and LLMs implemented in Rust. Convert from parquet in 2 lines of code for 100x faster random access, vector index, and data versioning. Compatible with Pandas, DuckDB, Polars, Pyarrow, with more integrations coming..
higgsfield
Fault-tolerant, highly scalable GPU orchestration, and a machine learning framework designed for training models with billions to trillions of parameters
Awesome-LLMOps
An awesome & curated list of best LLMOps tools for developers
kserve
Standardized Serverless ML Inference Platform on Kubernetes
argilla
Argilla is a collaboration platform for AI engineers and domain experts that require high-quality outputs, full data ownership, and overall efficiency.
determined
Determined is an open-source machine learning platform that simplifies distributed training, hyperparameter tuning, experiment tracking, and resource management. Works with PyTorch and TensorFlow.
phoenix
AI Observability & Evaluation
mlops-course
Learn how to design, develop, deploy and iterate on production-grade ML applications.
cube-studio
cube studio开源云原生一站式机器学习/深度学习/大模型AI平台，支持sso登录，多租户，大数据平台对接，notebook在线开发，拖拉拽任务流pipeline编排，多机多卡分布式训练，超参搜索，推理服务VGPU，边缘计算，serverless，标注平台，自动化标注，数据集管理，大模型微调，vllm大模型推理，llmops，私有知识库，AI模型应用商店，支持模型一键开发/推理/微调，支持国产cpu/gpu/npu芯片，支持RDMA，支持pytorch/tf/mxnet/deepspeed/paddle/colossalai/horovod/spark/ray/volcano分布式
cognita
RAG (Retrieval Augmented Generation) Framework for building modular, open source applications for production by TrueFoundry
whylogs
An open-source data logging library for machine learning models and data pipelines. 📚 Provides visibility into data quality & model performance over time. 🛡️ Supports privacy-preserving data collection, ensuring safety & robustness. 📈
hands-on-llms
🦖 𝗟𝗲𝗮𝗿𝗻 about 𝗟𝗟𝗠𝘀, 𝗟𝗟𝗠𝗢𝗽𝘀, and 𝘃𝗲𝗰𝘁𝗼𝗿 𝗗𝗕𝘀 for free by designing, training, and deploying a real-time financial advisor LLM system ~ 𝘴𝘰𝘶𝘳𝘤𝘦 𝘤𝘰𝘥𝘦 + 𝘷𝘪𝘥𝘦𝘰 & 𝘳𝘦𝘢𝘥𝘪𝘯𝘨 𝘮𝘢𝘵𝘦𝘳𝘪𝘢𝘭𝘴
alldata
推荐 ｜ AllData数据中台开源项目，以数据平台为底座，以数据中台为桥梁，以机器学习平台为中层框架，以大模型应用为上游产品，提供全链路数字化解决方案。加入技术社区：https://docs.qq.com/doc/DVHlkSEtvVXVCdEFo
nextpy
🤖Self-Modifying Framework from the Future 🔮 World's First AMS
feathr
Feathr – A scalable, unified data and AI engineering platform for enterprise
envd
🏕️ Reproducible development environment
awesome-argo
A curated list of awesome projects and resources related to Argo (a CNCF graduated project)
nannyml
nannyml: post-deployment data science in python
MLOps
MLOps examples
featureform
The Virtual Feature Store. Turn your existing data infrastructure into a feature store.
OpenMLDB
OpenMLDB is an open-source machine learning database that provides a feature platform computing consistent features for training and inference.
hamilton
Hamilton helps data scientists and engineers define testable, modular, self-documenting dataflows, that encode lineage and metadata. Runs and scales everywhere python does.
training-operator
Distributed ML Training and Fine-Tuning on Kubernetes
modelfox
ModelFox makes it easy to train, deploy, and monitor machine learning models.
state-of-open-source-ai
:closed_book: Clarity in the current fast-paced mess of Open Source innovation
katib
Automated Machine Learning on Kubernetes
mlreef
The collaboration workspace for Machine Learning
vertex-ai-samples
Sample code and notebooks for Vertex AI, the end-to-end machine learning platform on Google Cloud
mlrun
MLRun is an open source MLOps platform for quickly building and managing continuous ML applications across their lifecycle. MLRun integrates into your development and CI/CD environment and automates the delivery of production data, ML pipelines, and online applications.