mlops · GitHub Topics | GitHub 中文社区

Made-With-ML

@GokuMohandas

#自然语言处理# 学习如何设计、开发、部署、和迭代生产级机器学习应用

machine-learning deep-learning pytorch natural-language-processing mlops data-science python

Jupyter Notebook37.64 k

3 个月前

vllm

@vllm-project

#大语言模型# A high-throughput and memory-efficient inference and serving engine for LLMs

gpt llm pytorch llmops mlops model-serving transformer llm-serving inference llama

Python30.66 k

2 小时前

serve

@jina-ai

#计算机科学# Jina 是一个基于深度学习的搜索框架，支持各种类型如图片，视频，长文本，PDF等。

neural-search cloud-native deep-learning machine-learning framework grpc kubernetes multimodal mlops pipeline

Python21.13 k

10 天前

awesome-production-machine-learning

@EthicalML

#计算机科学# A curated list of awesome open source libraries to deploy, monitor, version and scale your machine learning

翻译 - 精选的优秀开源库列表，用于部署，监视，版本化和扩展您的机器学习

machine-learning mlops interpretability explainability responsible-ai deep-learning machine-learning-operations ml-ops ml-operations privacy-preserving

17.62 k

6 天前

taipy

@Avaiga

Turns Data and AI algorithms into production-ready web applications in no time.

automation data-engineering data-ops data-visualization datascience developer-tools mlops orchestration pipeline pipelines

Python15.5 k

20 小时前

awesome-mlops

@visenger

#计算机科学# A curated list of references for MLOps

翻译 - 精选的MLOps参考列表

machine-learning mlops data-science engineering federated-learning devops software-engineering ai ml

12.62 k

5 个月前

ml-engineering

@stas00

#大语言模型# Machine Learning Engineering Open Book

pytorch slurm large-language-models llm machine-learning scalability transformers machine-learning-engineering mlops ai

Python11.66 k

11 天前

mlops-zoomcamp

@DataTalksClub

#计算机科学# Free MLOps course from DataTalks.Club

machine-learning mlops model-deployment model-monitoring workflow-orchestration

Jupyter Notebook11.17 k

2 个月前

amazon-sagemaker-examples

Amazon Web Services@aws

#计算机科学# Example 📓 Jupyter notebooks that demonstrate how to build, train, and deploy machine learning models using 🧠 Amazon SageMaker.

翻译 - 示例笔记本示例展示了如何在Amazon SageMaker中应用机器学习，深度学习和强化学习

sagemaker aws reinforcement-learning machine-learning deep-learning examples jupyter-notebook mlops data-science training

Jupyter Notebook10.15 k

3 天前

kedro

@kedro-org

#计算机科学# Kedro 是一个用于构建可重现、可维护和模块化的数据科学代码的Python框架。它借鉴了软件工程的理念并将其应用于机器学习

pipeline kedro hacktoberfest mlops experiment-tracking python machine-learning machine-learning-engineering

Python10.02 k

1 天前

machine-learning-systems-design

Chip Huyen@chiphuyen

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

翻译 - 一本关于机器学习系统设计与练习的小册子

data-science machine-learning-production mlops

HTML9.17 k

2 年前

wandb

Weights and Biases@wandb

#计算机科学# The AI developer platform. Use Weights & Biases to train and fine-tune models, and manage models from experimentation to production.

翻译 - 🔥用于可视化和跟踪机器学习实验的工具。此存储库包含CLI和Python API。

machine-learning experiment-track deep-learning keras tensorflow pytorch hyperparameter-search reinforcement-learning mlops data-science

Python9.17 k

14 小时前

BentoML

@bentoml

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

翻译 - 轻松进行模型服务

model-serving model-deployment model-management ml-platform ai machine-learning mlops bentoml kubernetes deep-learning

Python7.17 k

3 天前

feast

Feast@feast-dev

#计算机科学# The Open Source Feature Store for Machine Learning

翻译 - 机器学习功能库

machine-learning features ml big-data feature-store python mlops data-engineering data-science data-quality

Python5.62 k

1 天前

courses

@SkalskiP

#自然语言处理# This repository is a curated collection of links to various courses and resources about Artificial Intelligence (AI)

computer-vision deep-learning deep-neural-networks machine-learning mlops multimodal transformers tutorial natural-language-processing nlp

Python5.42 k

7 个月前

evidently

@evidentlyai

#计算机科学# Evidently is an open-source ML and LLM observability framework. Evaluate, test, and monitor any AI-powered system or data pipeline. From tabular data to Gen AI. 100+ metrics.

data-drift jupyter-notebook pandas-dataframe machine-learning model-monitoring html-report production-machine-learning machine-learning-operations mlops data-science

Jupyter Notebook5.42 k

3 小时前

aim

@aimhubio

#自然语言处理# Aim 💫 — An easy-to-use & supercharged open-source experiment tracker.

翻译 - 目标-记录，搜索和比较AI实验的超级简便方法

machine-learning training-tracking experiment-tracking mlops pytorch tensorflow keras pytorch-lightning nlp reinforcement-learning

Python5.23 k

1 天前

superduper

@superduper-io

Superduper: Integrate AI models and machine learning workflows with your database to implement custom AI applications, without moving your data. Including streaming inference, scalable model hosting, ...

ai mlops sklearn torch transformers mongodb python pytorch ml database

Python4.76 k

22 天前