ml-engineering 开源项目推荐（425 个）

tensorzero /tensorzero

TensorZero 是一个开源 LLMOps 平台，统一了 LLM 网关、可观测性、评估、优化和实验。

bentoml /BentoML

部署 AI 应用和模型的最简便方式——构建模型推理 API、任务队列、LLM 应用、多模型流水线等！

business-science /ai-data-science-team

一个 AI 驱动的数据科学智能体团队，助你以 10 倍速度完成常见数据科学任务。

synthetic-sciences /openscience

面向科学研究的开源人工智能工作台

kennethleungty /MLOps-Specialization-Notes

DeepLearning.AI 与 Andrew Ng 的机器学习工程生产（MLOps）专项课程笔记

demml /opsml

AI lifecycle platform for classical ML and agentic systems. Versioned, encrypted registries for data, models, experiments, prompts, agents, MCPs, and skills. Pre/deploy/post-deployment patterns. Real-time monitoring and evaluation via Scouter. Rust core, governed by design

vukrosic /ultimate-ai-research-and-engineering-course

终极 AI 研究与工程课程

ZenithClown /ai-ml-project-template

A "production-ready" simple project template to quickly start an Artificial Intelligence (AI), Machine Learning (ML) and/or Data Science (DS) project with basic files, branches and directory structure.

jmeisele /ml-ops-kafka

Kafka variant of the MLOps Level 1 stack

jmeisele /fastapi-ml-scaffolding

Scaffolding for serving ml model APIs using FastAPI

hurutoriya /mlops-case-study

MLOps Case Study

aisingapore /bmad-aisg-aiml

BMAD AI/ML Engineering Expansion Pack - Streamlined framework for AI Singapore programs (MVP, POC, SIP, LADP) with specialized agents, workflows, and templates for ML/LLM development

AmirhosseinHonardoust /The-Psychology-of-Fraud

A deep exploration of how human psychology shapes fraud behavior and how those patterns become measurable signals in transaction data. This article reveals the behavioral, cognitive, and economic forces behind fraud, explaining how ML models detect deviations, anomalies, and intent hidden within financial transactions.

AmirhosseinHonardoust /Noise-Injection-Techniques

Noise Injection Techniques provides a comprehensive exploration of methods to make machine learning models more robust to real-world bad data. This repository explains and demonstrates Gaussian noise, dropout, mixup, masking, adversarial noise, and label smoothing, with intuitive explanations, theory, and practical code examples.

AKHIL-SAURABH /HealthAI-Project

AI-powered medical imaging system for multi-disease chest X-ray detection,built with EfficientNet deep learning, a FastAPI backend, and an interactive Streamlit dashboard. Deployed on Render for real-time healthcare diagnostics, detecting conditions like Atelectasis, Edema and more.An end-to-end project demonstrating model training,API development.

koushikvikram /anomaly-detection-platform

🔥🔥🔥🔥🧊🔥🔥 A Data Platform for Monitoring and Detecting Anomalies in Real-Time.

AmirhosseinHonardoust /Missing-Data-Doctor

Missing Data Doctor is a diagnostic and treatment toolkit for missing values in machine learning datasets. It profiles missingness patterns, visualizes gaps, applies multiple imputation strategies, and evaluates their impact on model performance. Includes automated plots, metrics, and a full HTML report.

ml4devs /ml4devs-notebooks

Companion notebooks for blogs/tutorials on ML4Devs website.

abhijeetgupta23 /Box-Detection-in-Warehouse-using-Vision-Based-ML-Engineering

This Repo contains a Box Detection Application capable of identifying box containers in conveyor belt pictures.

aws-samples /amazon-sagemaker-predict-accessibility

Build end-to-end Machine Learning pipeline to predict accessibility of playgrounds in NYC