Best MLOps & Model Deployment AI Frameworks

MLflow - Open Source AI Platform for Agents, LLMs & Models

AI Frameworks

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Open-source AI platform designed for agents, LLMs, and ML models. It enables teams to debug, evaluate, monitor, and optimize AI applications efficiently, making it…MLflow is an open-source AI platform designed for agents, LLMs, and ML models. It enables teams to debug, evaluate, monitor, and optimize AI applications efficiently, making it…

SGLang

AI Frameworks

High-performance serving framework designed for large language and multimodal models. It provides extensive hardware support and a robust ecosystem for developers…SGLang is a high-performance serving framework designed for large language and multimodal models. It provides extensive hardware support and a robust ecosystem for developers…

SHAP AI Explanations

AI Frameworks

Game theoretic approach to explain machine learning model outputs. It connects optimal credit allocation with local explanations using…SHAP (SHapley Additive exPlanations) is a game theoretic approach to explain machine learning model outputs. It connects optimal credit allocation with local explanations using…

AI Fairness 360

AI Frameworks

Open-source toolkit designed to help researchers and developers detect, understand, and mitigate unwanted bias in machine learning models. It…AI Fairness 360 (AIF360) is an open-source toolkit designed to help researchers and developers detect, understand, and mitigate unwanted bias in machine learning models. It…

ONNX Documentation

AI Frameworks

Provides documentation for its 1.23.0 version. It covers core concepts, Python integration, API references, versioning, data structures, and…ONNX (Open Neural Network Exchange) provides documentation for its 1.23.0 version. It covers core concepts, Python integration, API references, versioning, data structures, and…

LiteRT

AI Frameworks

Google's high-performance on-device machine learning framework for deploying GenAI and ML models on edge platforms. It offers efficient conversion, runtime, and…LiteRT is Google's high-performance on-device machine learning framework for deploying GenAI and ML models on edge platforms. It offers efficient conversion, runtime, and…

Core ML

AI Frameworks

Apple framework that allows developers to integrate machine learning models directly into their apps. It provides a unified representation for models, enabling…Core ML is an Apple framework that allows developers to integrate machine learning models directly into their apps. It provides a unified representation for models, enabling…

TensorFlow Extended (TFX)

AI Frameworks

Google-production-scale machine learning platform. It provides a configuration framework and shared libraries to integrate common components for…TensorFlow Extended (TFX) is a Google-production-scale machine learning platform. It provides a configuration framework and shared libraries to integrate common components for…

BigDL LLM

AI Frameworks

BigDL-LLM is an open-source library for running large language models (LLMs) on Intel XPU hardware, from laptops to cloud GPUs. It supports INT4/FP4/INT8/FP8 quantization for low…

DeepDetect

AI Frameworks

AI framework designed for deep learning model deployment and management. It simplifies the process of serving machine learning models, enabling developers to…DeepDetect is an AI framework designed for deep learning model deployment and management. It simplifies the process of serving machine learning models, enabling developers to…

Seldon Core 2

AI Frameworks

Kubernetes-native framework for deploying and managing ML and LLM systems at scale. It offers a flexible, modular architecture for on-premise, hybrid, and…Seldon Core 2 is a Kubernetes-native framework for deploying and managing ML and LLM systems at scale. It offers a flexible, modular architecture for on-premise, hybrid, and…

Dynamo-Triton Open-Source Software

AI Frameworks

NVIDIA Dynamo-Triton enables deployment of AI models across various frameworks like TensorRT, PyTorch, and ONNX. It supports real-time, batched, and streaming workloads, making it…

NVIDIA TensorRT

AI Frameworks

High-performance deep learning inference SDK that optimizes inference, reduces latency, and delivers high throughput for AI applications across various…NVIDIA TensorRT is a high-performance deep learning inference SDK that optimizes inference, reduces latency, and delivers high throughput for AI applications across various…