1.stas00 / ml-engineering
Machine Learning Engineering Open Book
+575 stars
from 19,069 · score 6.36
Trending repositories
Ranked by Attention Score: stars gained over the last 30 complete days
47 repositories by Attention Score · Oct 4, 2026 – Nov 2, 2026 (UTC)
2.qdrant / qdrant
Qdrant - High-performance, massive-scale Vector Database and Vector Search Engine for the next generation of AI. Also available in the cloud https://cloud.qdrant.io/
+508 stars
from 34,862 · score 6.23
3.mlflow / mlflow
The open source AI engineering platform for agents, LLMs, and ML models. MLflow enables teams of all sizes to debug, evaluate, monitor, and optimize production-quality AI applications while controlling costs and managing access to models and data.
+409 stars
from 28,209 · score 6.02
4.apache / airflow
Apache Airflow - A platform to programmatically author, schedule, and monitor workflows
+346 stars
from 46,997 · score 5.85
5.microsoft / agent-lightning
The absolute trainer to light up AI agents.
+340 stars
from 18,525 · score 5.83
6.NirDiamant / agents-towards-production
End-to-end, code-first tutorials for building production-grade GenAI agents. From prototype to enterprise deployment.
+307 stars
from 21,499 · score 5.73
7.GokuMohandas / Made-With-ML
Learn how to develop, deploy and iterate on production-grade ML applications.
+272 stars
from 49,620 · score 5.61
8.HumanSignal / label-studio
Label Studio is a multi-type data labeling and annotation tool with standardized output format
+226 stars
from 28,373 · score 5.42
9.DataTalksClub / mlops-zoomcamp
Free MLOps course from DataTalks.Club. Register here 👇🏼 to get notified about the next cohort
+154 stars
from 15,361 · score 5.04
10.dagster-io / dagster
An orchestration platform for the development, production, and observation of data assets.
+144 stars
from 16,217 · score 4.98
11.skypilot-org / skypilot
The AI Compute Platform for frontier teams. SkyPilot turns fragmented AI compute into one AI supercomputer, so frontier AI teams build custom intelligence faster.
+116 stars
from 10,661 · score 4.76
12.EthicalML / awesome-production-machine-learning
A curated list of awesome open source libraries to deploy, monitor, version and scale your machine learning
+112 stars
from 20,951 · score 4.73
13.weaviate / weaviate
Weaviate is an open-source vector database that stores both objects and vectors, allowing for the combination of vector search with structured filtering with the fault tolerance and scalability of a cloud-native database.
+92 stars
from 16,842 · score 4.53
14.argoproj / argo-workflows
Workflow Engine for Kubernetes
+70 stars
from 17,007 · score 4.26
15.evidentlyai / evidently
Evidently is an open-source ML and LLM observability framework. Evaluate, test, and monitor any AI-powered system or data pipeline. From tabular data to Gen AI. 100+ metrics.
+70 stars
from 7,959 · score 4.26
16.fivetran / great_expectations
Always know what to expect from your data.
+68 stars
from 11,844 · score 4.23
17.Netflix / metaflow
Build, Manage and Deploy AI/ML Systems
+53 stars
from 10,281 · score 3.99
18.wandb / wandb
The AI developer platform. Use Weights & Biases to train and fine-tune models, and manage models from experimentation to production.
+50 stars
from 11,261 · score 3.93
19.feast-dev / feast
The Open Source Feature Store for AI/ML
+41 stars
from 7,311 · score 3.74
20.Avaiga / taipy
Turns Data and AI algorithms into production-ready web applications in no time.
+37 stars
from 19,416 · score 3.64
21.visenger / awesome-mlops
A curated list of references for MLOps
+37 stars
from 14,219 · score 3.64
22.zenml-io / zenml
ZenML 🙏: One AI Platform from Pipelines to Agents. https://zenml.io.
+37 stars
from 5,596 · score 3.64
23.bentoml / OpenLLM
Run any open-source LLMs, such as DeepSeek and Llama, as OpenAI compatible API endpoint in the cloud.
+35 stars
from 12,540 · score 3.58
24.kedro-org / kedro
Kedro is a toolbox for production-ready data science. It uses software engineering best practices to help you create data engineering and data science pipelines that are reproducible, maintainable, and modular.
+30 stars
from 11,010 · score 3.43
25.chiphuyen / machine-learning-systems-design
A booklet on machine learning systems design with exercises. NOT the repo for the book "Designing Machine Learning Systems", which is `dmls-book`
+30 stars
from 10,686 · score 3.43
26.aws / amazon-sagemaker-examples
Example 📓 Jupyter notebooks that demonstrate how to build, train, and deploy machine learning models using 🧠 Amazon SageMaker.
+21 stars
from 10,980 · score 3.09
27.activeloopai / deeplake
Deeplake is AI Data Runtime for Agents. It provides serverless postgres with a multimodal datalake, enabling scalable retrieval and training.
+21 stars
from 9,243 · score 3.09
28.apache / hamilton
Apache Hamilton helps data scientists and engineers define testable, modular, self-documenting dataflows, that encode lineage/tracing and metadata. Runs and scales everywhere python does.
+20 stars
from 2,602 · score 3.04
29.aimhubio / aim
Aim 💫 — An easy-to-use & supercharged open-source experiment tracker.
+18 stars
from 6,272 · score 2.94
30.kitops-ml / kitops
An open source DevOps tool from the CNCF for packaging and versioning AI/ML models, datasets, code, and configuration into an OCI Artifact.
+15 stars
from 1,423 · score 2.77
31.pycaret / pycaret
Open-source, low-code AutoML platform for Python. PyCaret 4.0: sklearn-native engine + React control plane.
+14 stars
from 9,844 · score 2.71
32.polyaxon / polyaxon
AI Infra / AI Orchestration / AI Control Plane
+11 stars
from 3,736 · score 2.48
33.jina-ai / serve
☁️ Build multimodal AI applications with cloud-native stack
+10 stars
from 21,840 · score 2.40
34.tensorzero / tensorzeroArchived
TensorZero is an open-source LLMOps platform that unifies an LLM gateway, observability, evaluation, optimization, and experimentation.
+10 stars
from 11,700 · score 2.40
35.deepchecks / 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.
+10 stars
from 4,059 · score 2.40
36.superduper-io / superduper
Superduper: End-to-end framework for building custom AI applications and agents.
+8 stars
from 5,320 · score 2.20
37.tensorchord / envd
🏕️ Reproducible development environment for humans and agents
+6 stars
from 2,235 · score 1.95
38.microsoft / nniArchived
An open source AutoML toolkit for automate machine learning lifecycle, including feature engineering, neural architecture search, model compression and hyper-parameter tuning.
+5 stars
from 14,361 · score 1.79
39.determined-ai / 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.
+5 stars
from 3,240 · score 1.79
40.zenml-io / awesome-open-data-annotation
Open Source Data Annotation & Labeling Tools
+4 stars
from 730 · score 1.61
41.SeldonIO / seldon-core
An MLOps framework to package, deploy, monitor and manage thousands of production machine learning models
+3 stars
from 4,781 · score 1.39
42.ploomber / ploomberArchived
The fastest ⚡️ way to build data pipelines. Develop iteratively, deploy anywhere. ☁️
+3 stars
from 3,618 · score 1.39
43.logicalclocks / hopsworks
Hopsworks - Data-Intensive AI platform with a Feature Store
+3 stars
from 1,308 · score 1.39
44.iusztinpaul / hands-on-llmsArchived
🦖 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
+1 stars
from 3,422 · score 0.69
45.jacopotagliabue / MLSys-NYU-2022
Slides, scripts and materials for the Machine Learning in Finance Course at NYU Tandon, 2022
+1 stars
from 558 · score 0.69
46.rodrigo-arenas / Sklearn-genetic-opt
Hyperparameter optimization and feature selection for scikit-learn using evolutionary algorithms. A modern alternative to GridSearchCV and RandomizedSearchCV.
+1 stars
from 390 · score 0.69
47.Kraken-CI / kraken
Kraken CI is a continuous integration and testing system.
+1 stars
from 159 · score 0.69