mlops
103 progetti condividono questo topic GitHub
Le linee collegano membri che sono misurabilmente correlati tra loro. La dimensione dei punti riflette le stelle.
🧬 Membri
Made-With-ML
Learn how to develop, deploy and iterate on production-grade ML applications.
★ 48.9k
airflow
Apache Airflow - A platform to programmatically author, schedule, and monitor workflows
★ 46.3k
qdrant
Qdrant - High-performance, massive-scale Vector Database and Vector Search Engine for the next generation of…
★ 33.6k
label-studio
Label Studio is a multi-type data labeling and annotation tool with standardized output format
★ 27.9k
mlflow
The open source AI engineering platform for agents, LLMs, and ML models. MLflow enables teams of all sizes to…
★ 27.3k
serve
☁️ Build multimodal AI applications with cloud-native stack
★ 21.9k
agents-towards-production
End-to-end, code-first tutorials for building production-grade GenAI agents. From prototype to enterprise…
★ 21.2k
awesome-production-machine-learning
A curated list of awesome open source libraries to deploy, monitor, version and scale your machine learning
★ 20.8k
ml-engineering
Machine Learning Engineering Open Book
★ 18.5k
agent-lightning
The absolute trainer to light up AI agents.
★ 17.4k
argo-workflows
Workflow Engine for Kubernetes
★ 16.9k
weaviate
Weaviate is an open-source vector database that stores both objects and vectors, allowing for the combination…
★ 16.7k
mlops-zoomcamp
Free MLOps course from DataTalks.Club
★ 15k
awesome-mlops
A curated list of references for MLOps
★ 14.1k
OpenLLM
Run any open-source LLMs, such as DeepSeek and Llama, as OpenAI compatible API endpoint in the cloud.
★ 12.4k
wandb
The AI developer platform. Use Weights & Biases to train and fine-tune models, and manage models from…
★ 11.2k
amazon-sagemaker-examples
Example 📓 Jupyter notebooks that demonstrate how to build, train, and deploy machine learning models using…
★ 11k
kedro
Kedro is a toolbox for production-ready data science. It uses software engineering best practices to help you…
★ 10.9k
skypilot
The AI Compute Platform for frontier teams. SkyPilot turns fragmented AI compute into one AI supercomputer,…
★ 10.4k
metaflow
Build, Manage and Deploy AI/ML Systems
★ 10.2k
pycaret
Open-source, low-code AutoML platform for Python. PyCaret 4.0: sklearn-native engine + React control plane.
★ 9.8k
deeplake
Deeplake is AI Data Runtime for Agents. It provides serverless postgres with a multimodal datalake, enabling…
★ 9.2k
BentoML
The easiest way to serve AI apps and models - Build Model Inference APIs, Job queues, LLM apps, Multi-model…
★ 8.7k
evidently
Evidently is an open-source ML and LLM observability framework. Evaluate, test, and monitor any…
★ 7.8k
feast
The Open Source Feature Store for AI/ML
★ 7.2k
flyte
Dynamic, resilient AI orchestration. Coordinate data, models, and compute as you build AI workflows.
★ 7.2k
lance
Open Lakehouse Format for Multimodal AI. Convert from Parquet in 2 lines of code for 100x faster random…
★ 6.9k
clearml
ClearML - Auto-Magical CI/CD to streamline your AI workload. Experiment Management, Data Management,…
★ 6.8k
agent-starter-pack
Ship AI Agents to Google Cloud in minutes, not months. Production-ready templates with built-in CI/CD,…
★ 6.5k
courses
This repository is a curated collection of links to various courses and resources about Artificial…
★ 6.5k
aim
Aim 💫 — An easy-to-use & supercharged open-source experiment tracker.
★ 6.2k
Awesome-LLMOps
An awesome & curated list of best LLMOps tools for developers
★ 5.9k
awesome-ai-tools
A curated list of Artificial Intelligence Top Tools
★ 5.8k
kserve
Standardized Distributed Generative and Predictive AI Inference Platform for Scalable, Multi-Framework…
★ 5.7k
giskard-oss
🐢 Open-Source Evaluation & Testing library for LLM Agents
★ 5.7k
zenml
ZenML 🙏: One AI Platform from Pipelines to Agents. https://zenml.io.
★ 5.5k
lightning-hydra-template
PyTorch Lightning + Hydra. A very user-friendly template for ML experimentation. ⚡🔥⚡
★ 5.3k
superduper
Superduper: End-to-end framework for building custom AI applications and agents.
★ 5.3k
LLM-Engineers-Handbook
The LLM's practical guide: From the fundamentals to deploying advanced LLM and RAG apps to AWS using LLMOps…
★ 5.3k
awesome-mlops
:sunglasses: A curated list of awesome MLOps tools
★ 5.2k
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，mlops算法链路全流程，…
★ 5.1k
argilla
Argilla is a collaboration tool for AI engineers and domain experts to build high-quality datasets
★ 5.1k
seldon-core
An MLOps framework to package, deploy, monitor and manage thousands of production machine learning models
★ 4.8k
llm-twin-course
🤖 𝗟𝗲𝗮𝗿𝗻 for 𝗳𝗿𝗲𝗲 how to 𝗯𝘂𝗶𝗹𝗱 an end-to-end…
★ 4.4k
awesome-opensource-ai
Curated list of the best truly open-source AI projects, models, tools, and infrastructure. Daily updated.
★ 4.4k
pipelines
Machine Learning Pipelines for Kubeflow
★ 4.2k
SwanLab
⚡️SwanLab - an open-source, modern-design AI training tracking and visualization tool. Supports Cloud /…
★ 4.1k
FedML
FEDML - The unified and scalable ML library for large-scale distributed training, model serving, and…
★ 4.1k
deepchecks
Deepchecks: Tests for Continuous Validation of ML Models & Data. Deepchecks is a holistic open-source…
★ 4k
higgsfield
Fault-tolerant, highly scalable GPU orchestration, and a machine learning framework designed for training…
★ 4k
maestro
Maestro: Netflix’s Workflow Orchestrator
★ 3.8k
polyaxon
AI Infra / AI Orchestration / AI Control Plane
★ 3.7k
AI-Engineer-Headquarters
A collection of scientific methods, processes, algorithms, and systems to build stories & models.
★ 3.7k
mlops-course
Learn how to design, develop, deploy and iterate on production-grade ML applications.
★ 3.4k
determined
Determined is an open-source machine learning platform that simplifies distributed training, hyperparameter…
★ 3.2k
second-brain-ai-assistant-course
Learn to build your Second Brain AI assistant with LLMs, agents, RAG, fine-tuning, LLMOps and AI systems…
★ 2.9k
whylogs
An open-source data logging library for machine learning models and data pipelines. 📚 Provides visibility…
★ 2.8k
datachain
The Context Layer for unstructured data: typed, versioned datasets over S3, GCS, Azure
★ 2.8k
plexe
✨ Build a machine learning model from a prompt
★ 2.6k
hamilton
Apache Hamilton helps data scientists and engineers define testable, modular, self-documenting dataflows,…
★ 2.6k
vllm-ascend
Community maintained hardware plugin for vLLM on Ascend
★ 2.5k
burr
Build applications that make decisions (chatbots, agents, simulations, etc...). Monitor, trace, persist, and…
★ 2.5k
awesome-argo
A curated list of awesome projects and resources related to Argo (a CNCF graduated project)
★ 2.5k
cube-studio
★ 2.4k
sie
Open-source inference server and production cluster for all the models your agent needs.
★ 2.4k
nextpy
🤖Self-Modifying Framework from the Future 🔮 World's First AMS
★ 2.3k
envd
🏕️ Reproducible development environment for humans and agents
★ 2.2k
trainer
Distributed AI Model Training and LLM Fine-Tuning on Kubernetes
★ 2.2k
nannyml
nannyml: post-deployment data science in python
★ 2.1k
featureform
The Virtual Feature Store. Turn your existing data infrastructure into a feature store.
★ 2k
feathr
Feathr – A scalable, unified data and AI engineering platform for enterprise
★ 1.9k
OpenMLDB
OpenMLDB is an open-source machine learning database that provides a feature platform computing consistent…
★ 1.7k
katib
Automated Machine Learning on Kubernetes
★ 1.7k
mlrun
MLRun is an open source MLOps platform for quickly building and managing continuous ML applications across…
★ 1.7k
pixeltable
Unified multimodal backend for AI data apps
★ 1.6k
gpu-hot
🔥 Real-time NVIDIA GPU dashboard
★ 1.6k
MLE-agent
🤖 MLE-Agent: Your intelligent companion for seamless AI engineering and research. 🔍 Integrate with…
★ 1.6k
CodeProject.AI-Server
CodeProject.AI Server is a self contained service that software developers can include in, and distribute…
★ 973
AgileRL
Streamlining reinforcement learning with RLOps. State-of-the-art RL algorithms and tools, with 10x faster…
★ 941
motorhead
🧠 Motorhead is a memory and information retrieval server for LLMs.
★ 917
lightly-studio
Curate, Annotate, and Manage Your Data in LightlyStudio.
★ 868
NeumAI
Neum AI is a best-in-class framework to manage the creation and synchronization of vector embeddings at large…
★ 865
llamafarm
Deploy any AI model, agent, database, RAG, and pipeline locally or remotely in minutes
★ 835
vertex-ai-samples
Notebooks, code samples, sample apps, and other resources that demonstrate how to use, develop and manage…
★ 772
onepanel
The open source, end-to-end computer vision platform. Label, build, train, tune, deploy and automate in a…
★ 730
cookiecutter-fastapi
Cookiecutter template for FastAPI projects using: Machine Learning, uv, Github Actions and Pytests
★ 711
advanced-machine-learning-engineer-roadmap-2024
A Full Stack ML (Machine Learning) Roadmap involves learning the necessary skills and technologies to become…
★ 701
langtest
Deliver safe & effective language models
★ 563
VectorHub
Deprecated historical repo. Superlinked now develops SIE, a self-hosted inference engine for embeddings,…
★ 524
GPTRouter
Smoothly Manage Multiple LLMs (OpenAI, Anthropic, Azure) and Image Models (Dall-E, SDXL), Speed Up Responses,…
★ 455
JetStream
JetStream is a throughput and memory optimized engine for LLM inference on XLA devices, starting with TPUs…
★ 451
awesome-MLSecOps
A curated list of MLSecOps tools and resources for securing machine learning and AI systems - adversarial ML…
★ 443
ResourceBank_CV_NLP_MLOPS_2022
This repository offers a goldmine of materials for students of computer vision, natural language processing,…
★ 423
genaiops-promptflow-template
GenAIOps with Prompt Flow is a "GenAIOps template and guidance" to help you build LLM-infused apps using…
★ 362
data-scientist-roadmap2024
Here lies the resources and topics necessary for the role of Data Scientist and Machine Learning
★ 354
swiftLLM
A tiny yet powerful LLM inference system tailored for researching purpose. vLLM-equivalent performance with…
★ 330
clearml-agent
ClearML Agent - MLOps/LLMOps made easy. MLOps/LLMOps scheduler & orchestration solution
★ 307
ai-learning-kit
A curated collection of AI learning materials
★ 159
kube-llmops
★ 122
orloj
An orchestration runtime for multi-agent AI systems. Declare agents, tools, and policies as YAML; Orloj…
★ 110
aiml-companion
AI-ML Companion: an interactive platform to learn AI & ML by watching it work - 22 tracks, 300+ modules, live…
★ 61 · GitHub ↗
llmtrace
Zero-code LLM security & observability proxy. Real-time prompt injection detection, PII scanning, and cost…
★ 52 · GitHub ↗
dgx-spark-inference-stack
Serve the home! Inference stack for your Nvidia DGX Spark aka the Grace Blackwell AI supercomputer on your…
★ 50 · GitHub ↗
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