mlops

67 Projekte teilen dieses GitHub-Topic

Linien verbinden Mitglieder, die messbar miteinander verwandt sind. Die Punktgröße spiegelt die Sterne wider.

🧬 Mitglieder

mlflow

The open source AI engineering platform for agents, LLMs, and ML models. MLflow enables teams of all sizes to…

★ 28.6k

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…

★ 21.8k

awesome-production-machine-learning

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

★ 21k

ml-engineering

Machine Learning Engineering Open Book

★ 19.6k

agent-lightning

The absolute trainer to light up AI agents.

★ 18.8k

dagster

An orchestration platform for the development, production, and observation of data assets.

★ 16.3k

mlops-zoomcamp

Free MLOps course from DataTalks.Club

★ 15k

OpenLLM

Run any open-source LLMs, such as DeepSeek and Llama, as OpenAI compatible API endpoint in the cloud.

★ 12.6k

metaflow

Build, Manage and Deploy AI/ML Systems

★ 10.3k

deeplake

Deeplake is AI Data Runtime for Agents. It provides serverless postgres with a multimodal datalake, enabling…

★ 9.3k

BentoML

The easiest way to serve AI apps and models - Build Model Inference APIs, Job queues, LLM apps, Multi-model…

★ 8.9k

evidently

Evidently is ​​an open-source ML and LLM observability framework. Evaluate, test, and monitor any…

★ 8k

flyte

Type-safe, distributed orchestration of agents, ML pipelines, and real-time inference on your k8s — in pure…

★ 7.7k

agent-starter-pack

Ship AI Agents to Google Cloud in minutes, not months. Production-ready templates with built-in CI/CD,…

★ 6.6k

higgsfield

Fault-tolerant, highly scalable GPU orchestration, and a machine learning framework designed for training…

★ 6.2k

awesome-ai-tools

A curated list of Artificial Intelligence Top Tools

★ 6.1k

Awesome-LLMOps

An awesome & curated list of best LLMOps tools for developers

★ 6k

giskard-oss

🐢 Open-Source Evaluation & Testing library for LLM Agents

★ 5.9k

zenml

ZenML 🙏: One AI Platform from Pipelines to Agents. https://zenml.io.

★ 5.6k

LLM-Engineers-Handbook

The LLM's practical guide: From the fundamentals to deploying advanced LLM and RAG apps to AWS using LLMOps…

★ 5.4k

argilla

Argilla is a collaboration tool for AI engineers and domain experts to build high-quality datasets

★ 5.2k

awesome-opensource-ai

Curated list of the best truly open-source AI projects, models, tools, and infrastructure. Daily updated.

★ 4.9k

llm-twin-course

🤖 𝗟𝗲𝗮𝗿𝗻 for 𝗳𝗿𝗲𝗲 how to 𝗯𝘂𝗶𝗹𝗱 an end-to-end…

★ 4.4k

SwanLab

⚡️SwanLab - an open-source, modern-design AI training tracking and visualization tool. Supports Cloud /…

★ 4.3k

FedML

FEDML - The unified and scalable ML library for large-scale distributed training, model serving, and…

★ 4.1k

Artificial-Intelligence-Deep-Learning-Machine-Learning-Tutorials

Synapsa Commons: free, hands-on AI courses that run anywhere (Colab, Kaggle, Binder, Codespaces, Jupyter). EU…

★ 4k

AI-Engineer-Headquarters

A collection of scientific methods, processes, algorithms, and systems to build stories & models.

★ 3.8k

polyaxon

AI Infra / AI Orchestration / AI Control Plane

★ 3.7k

sie

Open-source inference server and production cluster for all the models your agent needs.

★ 3.5k

second-brain-ai-assistant-course

Learn to build your Second Brain AI assistant with LLMs, agents, RAG, fine-tuning, LLMOps and AI systems…

★ 3.1k

vllm-ascend

Community maintained hardware plugin for vLLM on Huawei Ascend

★ 3k

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

burr

Build applications that make decisions (chatbots, agents, simulations, etc...). Monitor, trace, persist, and…

★ 2.5k

nextpy

🤖Self-Modifying Framework from the Future 🔮 World's First AMS

★ 2.3k

trainer

Distributed AI Model Training and LLM Fine-Tuning on Kubernetes

★ 2.3k

katib

Automated Machine Learning on Kubernetes

★ 1.7k

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

time-to-first-token

A 10-week, 30-minutes-a-day roadmap for LLM inference serving and optimization. vLLM, SGLang, quantization,…

★ 1k · GitHub ↗

CodeProject.AI-Server

CodeProject.AI Server is a self contained service that software developers can include in, and distribute…

★ 977

AgileRL

Streamlining reinforcement learning with RLOps. State-of-the-art RL algorithms and tools, with 10x faster…

★ 940

lightly-studio

Curate, Annotate, and Manage Your Data in LightlyStudio.

★ 859

vertex-ai-samples

Notebooks, code samples, sample apps, and other resources that demonstrate how to use, develop and manage…

★ 781

langtest

Deliver safe & effective language models

★ 561

JetStream

JetStream is a throughput and memory optimized engine for LLM inference on XLA devices, starting with TPUs…

★ 470

awesome-MLSecOps

A curated list of MLSecOps tools and resources for securing machine learning and AI systems - adversarial ML…

★ 460

ResourceBank_CV_NLP_MLOPS_2022

This repository offers a goldmine of materials for students of computer vision, natural language processing,…

★ 423

ai-platform-engineering

CAIPE is an open-source AI platform for building, deploying, governing, and operating AI agents and agentic…

★ 404

AI-Engineering-Lab

A free, self-paced 24-week AI engineering course: Python, machine learning, LLMs, RAG, fine-tuning, agents…

★ 319

kitaru

Agent traces you can run, not just read.

★ 297

ai-learning-kit

A curated collection of AI learning materials

★ 204

EvalForge

Evaluator-neutral AI evaluation evidence, baseline regression gates, and JSON, JUnit, and SARIF reports for…

★ 194 · GitHub ↗

no-shortcuts

Free Course : Data, Machine Learning, Deep Learning and AI Engineering, the long way round: the math, the…

★ 136 · GitHub ↗

orloj

An orchestration runtime for multi-agent AI systems. Declare agents, tools, and policies as YAML; Orloj…

★ 123

applied-ai-field-guide

The Applied AI Field Guide: fieldwork, value, engineering, and operations for AI that works beyond the demo.

★ 115 · GitHub ↗

zke

ZKE（Z Kubernetes Engine）：AI 原生的 Kubernetes 云操作环境，桌面式多集群控制台加受控…

★ 107

kube-llmops

★ 102

aiml-companion

AI-ML Companion: an interactive platform to learn AI & ML by watching it work - 28 tracks, 400+ modules, live…

★ 70

fde-guide

FDE and AI engineering guide for production systems: value, architecture, evals, security, deployment, and…

★ 67

infercrane

Open-source infrastructure for the full inference lifecycle: deploy, observe, scale, optimize, and safely…

★ 53

global-capacity-orchestrator-on-aws

AI/ML and HPC at planetary scale. One API. Every Accelerator. Any Region. MIT-0 licensed

★ 52 · GitHub ↗

llmtrace

Zero-code LLM security & observability proxy. Real-time prompt injection detection, PII scanning, and cost…

★ 52

dgx-spark-inference-stack

Serve the home! Inference stack for your Nvidia DGX Spark aka the Grace Blackwell AI supercomputer on your…

★ 51

agentic-operator-core

Runtime-agnostic Kubernetes governance for AI agents: gVisor isolation, egress policy, cost controls, and…

★ 44 · GitHub ↗

awesome-llm-observability

50+ curated LLM observability tools PLUS 26 Agent Skills (several with runnable, unit-tested scripts) to…

★ 43 · GitHub ↗

Gemessen anhand der von beiden Projekten geteilten GitHub-Themen, gewichtet nach der Seltenheit jedes Themas.