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aws/amazon-sagemaker-examples

A collection of Jupyter notebooks showcasing how to build and deploy machine learning models with Amazon SageMaker.

10.9K
Active
Jupyter Notebook
ML Ops
Jupyter Notebook
#machine-learning#deep-learning#data-science

wandb/wandb

The AI developer platform to train and fine-tune models, and manage models from experimentation to production.

10.9K
Active
Python
ML Ops
PyTorch
#ai#machine-learning#model-versioning

kedro-org/kedro

Kedro is a Python toolkit for building production-ready data science and machine learning pipelines.

10.8K
Active
Python
ETL & Pipelines
Python
#machine-learning#data-engineering#pipeline

chiphuyen/machine-learning-systems-design

A booklet on machine learning systems design with exercises for developers interested in MLOps and production ML.

10.1K
Archived
HTML
MLOps
#machine-learning#systems-design#mlops

Netflix/metaflow

Build, manage and deploy AI/ML systems with Metaflow

9.9K
Active
Python
Next.js
#metaflow#ai#ml

activeloopai/deeplake

Versatile database for AI, supporting storage, querying, versioning, and visualization of any AI data.

9.0K
Active
C++
LLM Frameworks
Vector Databases
PyTorch
#ai#data-storage#vector-database

graviraja/MLOps-Basics

This GitHub repository provides a tutorial and examples on the basics of MLOps, covering infrastructure, training, and deployment.

8.7K
Archived
Jupyter Notebook
MLOps
#machine-learning#mlops#infrastructure

bentoml/BentoML

BentoML is an easy-to-use framework for building and deploying production-ready machine learning models as APIs.

8.5K
Active
Python
LLM Frameworks
API Clients & Testing
Python
#ai-inference#llm-inference#llm-serving

evidentlyai/evidently

Evidently is an open-source ML and LLM observability framework to evaluate, test, and monitor AI-powered systems.

7.3K
Active
Jupyter Notebook
MLOps
Data Validation
Jupyter Notebook
#data-quality#data-validation#model-monitoring

flyteorg/flyte

A flexible workflow orchestration platform that seamlessly integrates data, ML, and analytics stacks.

6.8K
Active
Go
ML Ops
API Frameworks
Go
#workflow-orchestration#data-integration#machine-learning

feast-dev/feast

An open-source feature store for AI/ML applications

6.8K
Active
Python
React
#feature-store#open-source#AI/ML

clearml/clearml

ClearML is an MLOps/LLMOps solution that streamlines AI/ML workloads with experiment management, data management, pipelines, orchestration, and serving.

6.6K
Active
Python
ML Ops
API Frameworks
Python
#ai#mlops#llmops

SkalskiP/courses

This repository is a curated collection of links to various courses and resources about Artificial Intelligence (AI)

6.4K
Archived
Python
LLM Frameworks
Computer Vision
Python
#artificial-intelligence#machine-learning#deep-learning

lance-format/lance

An open-source data format for building high-performance multimodal AI applications with fast random access, vector indexing, and data versioning.

6.1K
Active
Rust
LLM Frameworks
Databases
Rust
#data-format#data-versioning#vector-index

aimhubio/aim

Aim is an open-source experiment tracker that makes it easy to track and visualize machine learning experiments.

6.0K
Active
Python
ML Ops
CLI Tools
PyTorch
#experiment-tracking#metadata-tracking#visualization

GoogleCloudPlatform/agent-starter-pack

Production-ready templates to quickly ship AI agents to Google Cloud with built-in CI/CD, evaluation, and observability.

5.9K
Active
Python
Agents & Orchestration
CI/CD
Python
#ai-agents#mlops#observability

tensorchord/Awesome-LLMOps

An awesome list of best LLMOps tools for developers building with AI tools and language models.

5.7K
Stable
Shell
LLM Frameworks
MLOps
Shell
#ai-development-tools#llmops#mlops

superduper-io/superduper

Superduper is an end-to-end framework for building custom AI applications and agents using Python, PyTorch, and Transformers.

5.3K
Stable
Python
LLM Frameworks
Agents & Orchestration
PyTorch
#ai#chatbot#mlops

zenml-io/zenml

ZenML is a production-ready AI platform that provides a unified framework for building, deploying, and managing ML pipelines and agents.

5.2K
Active
Python
MLOps
Pipelines
PyTorch
#mlops#pipelines#agents

ashleve/lightning-hydra-template

A user-friendly template for ML experimentation using PyTorch Lightning and Hydra.

5.2K
Archived
Python
Build Tools
ML Ops
PyTorch
#deep-learning#config#reproducibility

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