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Stars

MLOps

88 repositories

Python based framework for Automatic AI for Regression and Classification over numerical data. Performs model search, hyper-parameter tuning, and high-quality Jupyter Notebook code generation.

Python 174 43 Updated Aug 23, 2024

Python package for AutoML on Tabular Data with Feature Engineering, Hyper-Parameters Tuning, Explanations and Automatic Documentation

Python 3,046 407 Updated Oct 14, 2024

A lightweight tool to get an AI Infrastructure Stack up in minutes not days. K3ai will take care of setup K8s for You, deploy the AI tool of your choice and even run your code on it.

Go 123 12 Updated Mar 5, 2022
Go 15 2 Updated Nov 5, 2024

TinyMaix is a tiny inference library for microcontrollers (TinyML).

C 905 143 Updated Jun 3, 2024

Distributed training framework for TensorFlow, Keras, PyTorch, and Apache MXNet.

Python 14,248 2,239 Updated Aug 31, 2024

A toolkit to run Ray applications on Kubernetes

Go 1,241 401 Updated Nov 5, 2024

An MLOps framework to package, deploy, monitor and manage thousands of production machine learning models

HTML 4,377 831 Updated Nov 6, 2024

Standardized Serverless ML Inference Platform on Kubernetes

Python 3,586 1,060 Updated Nov 6, 2024

Backend.AI is a streamlined, container-based computing cluster platform that hosts popular computing/ML frameworks and diverse programming languages, with pluggable heterogeneous accelerator suppor…

Python 515 153 Updated Nov 6, 2024

Kubeflow’s superfood for Data Scientists

Python 632 128 Updated Jan 6, 2023

Public repo for DeepLearning.AI MLEP Specialization

Jupyter Notebook 1,855 2,367 Updated Oct 28, 2024

Labs and demos for courses for GCP Training (http://cloud.google.com/training).

Jupyter Notebook 7,884 5,869 Updated Nov 6, 2024

Responsible AI Toolbox is a suite of tools providing model and data exploration and assessment user interfaces and libraries that enable a better understanding of AI systems. These interfaces and l…

TypeScript 1,379 362 Updated Aug 9, 2024

A booklet on machine learning systems design with exercises. NOT the repo for the book "Designing Machine Learning Systems"

HTML 9,100 1,436 Updated Apr 15, 2023

Infrastructures™ for Machine Learning Training/Inference in Production.

385 71 Updated May 24, 2019

A hyperparameter optimization framework

Python 10,850 1,028 Updated Nov 5, 2024

Distributed Asynchronous Hyperparameter Optimization in Python

Python 7,249 1,057 Updated Oct 28, 2024

DeepSpeed is a deep learning optimization library that makes distributed training and inference easy, efficient, and effective.

Python 35,349 4,102 Updated Nov 6, 2024

Deep Learning for humans

Python 61,975 19,470 Updated Nov 5, 2024

☁️ Build multimodal AI applications with cloud-native stack

Python 21,112 2,218 Updated Nov 6, 2024

Open standard for machine learning interoperability

Python 17,888 3,669 Updated Nov 5, 2024

ONNX Runtime: cross-platform, high performance ML inferencing and training accelerator

C++ 14,619 2,921 Updated Nov 6, 2024

Burn is a new comprehensive dynamic Deep Learning Framework built using Rust with extreme flexibility, compute efficiency and portability as its primary goals.

Rust 8,859 435 Updated Nov 6, 2024

KServe ModelMesh Demo

Python 5 3 Updated Feb 3, 2023

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

Python 7,129 792 Updated Nov 6, 2024

System design patterns for machine learning

2,289 243 Updated Oct 7, 2021

🤗 Transformers: State-of-the-art Machine Learning for Pytorch, TensorFlow, and JAX.

Python 134,507 26,897 Updated Nov 6, 2024

This project contains examples which demonstrate how to deploy analytic models to mission-critical, scalable production environments leveraging Apache Kafka and its Streams API. Models are built wi…

Java 848 305 Updated Dec 17, 2023

NumPy aware dynamic Python compiler using LLVM

Python 9,948 1,126 Updated Oct 30, 2024