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mlops
47 projects tagged “mlops” that gained the most stars yesterday
#461 · +83 · 1d ·GitHub

Fine-tune an 8B model on a 4 GB laptop GPU. Layer streaming keeps the frozen base out of VRAM and feeds it to the GPU one decoder layer at a time. 32 GB.

Size
27.3 MB
Stars
9.4K
Age
7mo
Commits · 90 Days

Build, test, and deploy ML-driven trading strategies — from data sourcing to live execution.

Size
1.2 GB
Stars
21.5K
Age
8y
Commits · 90 Days
#1439 · +20 · 1d ·GitHub

Ragas is your ultimate toolkit for evaluating and optimizing Large Language Model (LLM) applications. Say goodbye to time-consuming, subjective assessments and hello to data-driven, efficient evaluation workflows. Don't have a test dataset ready?

Size
46.4 MB
Stars
16.1K
Age
3y
Commits · 90 Days
#1740 · +15 · 1d ·GitHub

Apache Airflow - A platform to programmatically author, schedule, and monitor workflows

Creator
apache
Size
751.5 MB
Stars
47.2K
Age
11y
Commits · 90 Days
#1795 · +15 · 1d ·GitHub

Fault-tolerant, highly scalable GPU orchestration, and a machine learning framework designed for training models with billions to trillions of parameters

Size
5 MB
Stars
6.1K
Age
8y
Commits · 90 Days
#1843 · +14 · 1d ·GitHub

Qdrant - High-performance, massive-scale Vector Database and Vector Search Engine for the next generation of AI. Also available in the cloud

Creator
qdrant
Size
71.4 MB
Stars
35.1K
Age
6y
Commits · 90 Days
#1847 · +14 · 1d ·GitHub

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.

Creator
mlflow
Size
1.4 GB
Stars
28.5K
Age
8y
Commits · 90 Days
#1875 · +14 · 1d ·GitHub

Register | Course Platform | Course Materials | Join Slack | Course Slack Channel | Telegram | YouTube Playlist | FAQ

Size
996.1 MB
Stars
14.8K
Age
6y
Commits · 90 Days
#1922 · +13 · 1d ·GitHub

In this course, we'll go from experimentation (design + development) to production (deployment + iteration). We'll do this iteratively by motivating the components that will enable us to build a reliable production system.

Size
3.4 MB
Stars
49.8K
Age
7y
Commits · 90 Days
#1957 · +13 · 1d ·GitHub

3,500-Line Lightweight Agentic RL Framework for Training Agents with Real Harnesses!

Creator
microsoft
Size
48.9 MB
Stars
18.8K
Age
1y
Commits · 90 Days
#2285 · +10 · 1d ·GitHub

Label Studio is a multi-type data labeling and annotation tool with standardized output format

Size
2.8 GB
Stars
28.5K
Age
7y
Commits · 90 Days
#2446 · +9 · 1d ·GitHub

MLOps (machine learning operations) is a must-know skill for many data professionals. This free 9-week course teaches the fundamentals of MLOps, from training and experimentation to deployment and monitoring, through structured modules, hands-on workshops, and a final project.

Size
58.9 MB
Stars
15.4K
Updated
CommitSep 16
Age
4y
Commits · 90 Days
#2562 · +8 · 1d ·GitHub

Ray is an AI compute engine. Ray consists of a core distributed runtime and a set of AI Libraries for accelerating ML workloads.

Size
809.2 MB
Stars
44.1K
Age
9y
Commits · 90 Days
#2689 · +8 · 1d ·GitHub

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

Creator
alvinreal
Size
3.1 MB
Stars
4.9K
Updated
CommitOct 19
Age
6mo
Commits · 90 Days
#2801 · +7 · 1d ·GitHub

Open Neural Network Exchange (ONNX) is an open ecosystem that empowers AI developers to choose the right tools as their project evolves. ONNX provides an open source format for AI models, both deep learning and traditional ML.

Creator
onnx
Size
76.3 MB
Stars
21.6K
Age
9y
Commits · 90 Days
#2813 · +7 · 1d ·GitHub

This is an open collection of methodologies, tools and step by step instructions to help with successful training and fine-tuning of large language models and multi-modal models and their inference.

Creator
stas00
Size
27.9 MB
Stars
19.6K
Updated
CommitOct 16
Age
6y
Commits · 90 Days
#3045 · +6 · 1d ·GitHub

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​.

Creator
weaviate
Size
1.1 GB
Stars
16.9K
Age
10y
Commits · 90 Days
#3294 · +5 · 1d ·GitHub

Agents Towards Production is your go‑to resource for building production‑ready GenAI agents that scale from prototype to enterprise.

Creator
NirDiamant
Size
153.9 MB
Stars
21.7K
Updated
CommitOct 17
Age
1y
Commits · 90 Days
#3700 · +4 · 1d ·GitHub

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

Creator
dagster-io
Size
1.4 GB
Stars
16.3K
Age
8y
Commits · 90 Days
#3784 · +4 · 1d ·GitHub

Its powerful technical tools start with Expectations: expressive and extensible unit tests for your data. Expectations foster collaboration by giving teams a common language to express data quality tests in an intuitive way.

Creator
fivetran
Size
247.4 MB
Stars
11.9K
Age
9y
Commits · 90 Days
#4147 · +3 · 1d ·GitHub

Data Version Control or DVC is a command line tool and VS Code Extension to help you develop reproducible machine learning projects:

Creator
treeverse
Size
20.5 MB
Stars
15.9K
Age
9y
Commits · 90 Days
#4303 · +3 · 1d ·GitHub

The AI Compute Platform for frontier teams. SkyPilot turns fragmented AI compute into one AI supercomputer, so frontier AI teams build custom intelligence faster.

Size
266 MB
Stars
10.7K
Age
5y
Commits · 90 Days
#4558 · +2 · 1d ·GitHub

The deep learning framework to pretrain and finetune AI models.

Size
131.1 MB
Stars
31.4K
Age
7y
Commits · 90 Days

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

Creator
EthicalML
Size
3.1 MB
Stars
21K
Age
8y
Commits · 90 Days
#5013 · +2 · 1d ·GitHub

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.

Creator
kedro-org
Size
245.5 MB
Stars
11K
Age
7y
Commits · 90 Days
#5527 · +1 · 1d ·GitHub

We are happy to announce that we have reached 20,000 stars on GitHub! Thank you for your support and contributions to the Recommenders project. We are excited to continue building and improving this project with your help.

Size
229 MB
Stars
22K
Age
8y
Commits · 90 Days
#5591 · +1 · 1d ·GitHub

Taipy is designed for data scientists and machine learning engineers to create data & AI driven web applications.

Creator
Avaiga
Size
152.8 MB
Stars
19.4K
Age
4y
Commits · 90 Days
#5688 · +1 · 1d ·GitHub

Argo Workflows is an open source container-native workflow engine for orchestrating parallel jobs on Kubernetes. Argo Workflows is implemented as a Kubernetes CRD (Custom Resource Definition).

Creator
argoproj
Size
186.8 MB
Stars
17K
Age
9y
Commits · 90 Days
#5739 · +1 · 1d ·GitHub

Kubeflow is the foundation of tools for AI Platforms on Kubernetes.

Creator
kubeflow
Size
316.8 MB
Stars
15.9K
Age
8y
Commits · 90 Days
#5841 · +1 · 1d ·GitHub
archived

An open source AutoML toolkit for automate machine learning lifecycle, including feature engineering, neural architecture search, model compression and hyper-parameter tuning.

Creator
microsoft
Size
130 MB
Stars
14.4K
Age
8y
Commits · 90 Days