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The Top 23 Deep Learning Mlops Open Source Projects

Open source projects categorized as Deep Learning Mlops
Categories > Machine Learning > Deep Learning
Categories > Mlops
Made With Ml ⭐ 35,496
Learn how to design, develop, deploy and iterate on production-grade ML applications.
total releases 5most recent commit 4 months ago
Jina ⭐ 19,573
☁️ Build multimodal AI applications with cloud-native stack
dependent packages 16total releases 2,453most recent commit 3 months agopypi jina} Downloads
Label Studio ⭐ 16,339
Label Studio is a multi-type data labeling and annotation tool with standardized output format
dependent packages 3total releases 183most recent commit 7 days agopypi label-studio} Downloads
Awesome Production Machine Learning ⭐ 15,804
A curated list of awesome open source libraries to deploy, monitor, version and scale your machine learning
most recent commit 18 days ago
Nni ⭐ 13,725
An open source AutoML toolkit for automate machine learning lifecycle, including feature engineering, neural architecture search, model compression and hyper-parameter tuning.
dependent packages 27total releases 55most recent commit a month agopypi nni} Downloads
Amazon Sagemaker Examples ⭐ 9,221
Example 📓 Jupyter notebooks that demonstrate how to build, train, and deploy machine learning models using 🧠 Amazon SageMaker.
most recent commit 3 months ago
Wandb ⭐ 8,136
🔥 A tool for visualizing and tracking your machine learning experiments. This repo contains the CLI and Python API.
dependent packages 622total releases 266most recent commit 11 days agopypi wandb} Downloads
Deeplake ⭐ 7,689
Database for AI. Store Vectors, Images, Texts, Videos, etc. Use with LLMs/LangChain. Store, query, version, & visualize any AI data. Stream data in real-time to PyTorch/TensorFlow. https://activeloop.ai
dependent packages 31total releases 118most recent commit 11 hours agopypi deeplake} Downloads
Bentoml ⭐ 6,488
The most flexible way to serve AI models in production
dependent packages 12total releases 119most recent commit 10 days agopypi bentoml} Downloads
Clearml ⭐ 5,190
ClearML - Auto-Magical CI/CD to streamline your AI workload. Experiment Management, Data Management, Pipeline, Orchestration, Scheduling & Serving in one MLOps/LLMOps solution
dependent packages 16total releases 143most recent commit 18 days agopypi clearml} Downloads
Courses ⭐ 4,018
This repository is a curated collection of links to various courses and resources about Artificial Intelligence (AI)
most recent commit 5 months ago
Fedml ⭐ 3,946
FEDML - The unified and scalable ML library for large-scale distributed training, model serving, and federated learning. FEDML Launch, a cross-cloud scheduler, further enables running any AI jobs on any GPU cloud or on-premise cluster. Built on this library, FEDML Nexus AI (https://nexus.fedml.ai) is the dedicated cloud service for generative AI
dependent packages 1total releases 342most recent commit 3 months agopypi fedml} Downloads
Serve ⭐ 3,844
Serve, optimize and scale PyTorch models in production
dependent packages 15total releases 22most recent commit 3 months agopypi torchserve} Downloads
Zenml ⭐ 3,626
ZenML 🙏: Build portable, production-ready MLOps pipelines. https://zenml.io.
dependent packages 2total releases 116most recent commit 10 days agopypi zenml} Downloads
Polyaxon ⭐ 3,438
MLOps Tools For Managing & Orchestrating The Machine Learning LifeCycle
dependent packages 12total releases 418most recent commit 3 months agopypi polyaxon} Downloads
God Level Data Science Ml Full Stack ⭐ 3,384
A collection of scientific methods, processes, algorithms, and systems to build stories & models. Whether you are a fresher in the field or an experienced professional who wants to transition into Data Science & AI
most recent commit 4 months ago
Lightning Hydra Template ⭐ 3,322
PyTorch Lightning + Hydra. A very user-friendly template for ML experimentation. ⚡🔥⚡
most recent commit 3 months ago
Higgsfield ⭐ 3,235
Fault-tolerant, highly scalable GPU orchestration, and a machine learning framework designed for training models with billions to trillions of parameters
most recent commit a month ago
Deepchecks ⭐ 3,206
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.
dependent packages 6total releases 55most recent commit 3 months agopypi deepchecks} Downloads
Lance ⭐ 3,003
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..
dependent packages 11total releases 108most recent commit 3 months agopypi pylance} Downloads
Determined ⭐ 2,715
Determined is an open-source machine learning platform that simplifies distributed training, hyperparameter tuning, experiment tracking, and resource management. Works with PyTorch and TensorFlow.
dependent packages 1total releases 221most recent commit 3 months ago
Mlops Course ⭐ 2,427
Learn how to design, develop, deploy and iterate on production-grade ML applications.
most recent commit 9 months ago
Nannyml ⭐ 1,695
nannyml: post-deployment data science in python
total releases 26most recent commit 3 months ago
The 10 Most Depended On Deep Learning Mlops Open Source Projects
Wandb ⭐ 8,136
🔥 A tool for visualizing and tracking your machine learning experiments. This repo contains the CLI and Python API.
dependent packages 622total releases 266latest release December 05, 2023most recent commit 11 days agopypi wandb} Downloads
Jina ⭐ 19,573
☁️ Build multimodal AI applications with cloud-native stack
dependent packages 16total releases 2,453latest release December 01, 2023most recent commit 3 months agopypi jina} Downloads
Serve ⭐ 3,844
Serve, optimize and scale PyTorch models in production
dependent packages 15total releases 22latest release October 12, 2023most recent commit 3 months agopypi torchserve} Downloads
Bentoml ⭐ 6,488
The most flexible way to serve AI models in production
dependent packages 12total releases 119latest release November 20, 2023most recent commit 10 days agopypi bentoml} Downloads
Polyaxon ⭐ 3,438
MLOps Tools For Managing & Orchestrating The Machine Learning LifeCycle
dependent packages 12total releases 418latest release December 09, 2023most recent commit 3 months agopypi polyaxon} Downloads
The 10 Latest Releases In Deep Learning Mlops Open Source Projects
Haupt ⭐ 451
Lineage metadata API, artifacts streams, sandbox, API, and spaces for Polyaxon
dependent packages 1total releases 86latest release December 10, 2023most recent commit 10 days agopypi haupt} Downloads
Polyaxon ⭐ 3,438
MLOps Tools For Managing & Orchestrating The Machine Learning LifeCycle
dependent packages 12total releases 418latest release December 09, 2023most recent commit 3 months agopypi polyaxon} Downloads
Label Studio ⭐ 16,339
Label Studio is a multi-type data labeling and annotation tool with standardized output format
dependent packages 3total releases 183latest release December 08, 2023most recent commit 7 days agopypi label-studio} Downloads
Wandb ⭐ 8,136
🔥 A tool for visualizing and tracking your machine learning experiments. This repo contains the CLI and Python API.
dependent packages 622total releases 266latest release December 05, 2023most recent commit 11 days agopypi wandb} Downloads
Mosec ⭐ 661
A high-performance ML model serving framework, offers dynamic batching and CPU/GPU pipelines to fully exploit your compute machine
dependent packages 1total releases 40latest release December 05, 2023most recent commit 3 months agopypi mosec} Downloads
Jina ⭐ 19,573
☁️ Build multimodal AI applications with cloud-native stack
dependent packages 16total releases 2,453latest release December 01, 2023most recent commit 3 months agopypi jina} Downloads
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