In this repository, I will share some useful notes and references about deploying deep learning-based models in production.
☆4,379Nov 9, 2024Updated last year
Alternatives and similar repositories for Deep-Learning-in-Production
Users that are interested in Deep-Learning-in-Production are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- A guideline for building practical production-level deep learning systems to be deployed in real world applications.☆4,623Jun 13, 2025Updated 10 months ago
- A curated list of references for MLOps☆13,862Nov 21, 2024Updated last year
- A curated list of awesome open source libraries to deploy, monitor, version and scale your machine learning☆20,416Apr 16, 2026Updated last week
- The Incredible PyTorch: a curated list of tutorials, papers, projects, communities and more relating to PyTorch.☆12,502Updated this week
- Pretrain, finetune ANY AI model of ANY size on 1 or 10,000+ GPUs with zero code changes.☆31,056Apr 18, 2026Updated last week
- 1-Click AI Models by DigitalOcean Gradient • AdDeploy popular AI models on DigitalOcean Gradient GPU virtual machines with just a single click. Zero configuration with optimized deployments.
- Fast and flexible image augmentation library. Paper about the library: https://www.mdpi.com/2078-2489/11/2/125☆15,285Jun 25, 2025Updated 9 months ago
- Serve, optimize and scale PyTorch models in production☆4,358Aug 6, 2025Updated 8 months ago
- A comprehensive list of pytorch related content on github,such as different models,implementations,helper libraries,tutorials etc.☆16,477Feb 1, 2026Updated 2 months ago
- A booklet on machine learning systems design with exercises. NOT the repo for the book "Designing Machine Learning Systems", which is `dm…☆10,340Apr 15, 2023Updated 3 years ago
- 📚 Papers & tech blogs by companies sharing their work on data science & machine learning in production.☆28,782Jul 18, 2024Updated last year
- The largest collection of PyTorch image encoders / backbones. Including train, eval, inference, export scripts, and pretrained weights --…☆36,671Apr 17, 2026Updated last week
- Serving PyTorch 1.0 Models as a Web Server in C++☆226Jan 15, 2020Updated 6 years ago
- A collection of various deep learning architectures, models, and tips☆17,470Feb 8, 2024Updated 2 years ago
- Production infrastructure for machine learning at scale☆8,021Jun 12, 2024Updated last year
- Deploy to Railway using AI coding agents - Free Credits Offer • AdUse Claude Code, Codex, OpenCode, and more. Autonomous software development now has the infrastructure to match with Railway.
- The easiest way to serve AI apps and models - Build Model Inference APIs, Job queues, LLM apps, Multi-model pipelines, and more!☆8,593Apr 16, 2026Updated last week
- Drench yourself in Deep Learning, Reinforcement Learning, Machine Learning, Computer Vision, and NLP by learning from these exciting lect…☆12,802Oct 19, 2024Updated last year
- A PyTorch implementation of EfficientNet☆8,219Apr 8, 2022Updated 4 years ago
- High-level library to help with training and evaluating neural networks in PyTorch flexibly and transparently.☆4,753Apr 15, 2026Updated last week
- Visualizer for neural network, deep learning and machine learning models☆32,779Updated this week
- An easy to use PyTorch to TensorRT converter☆4,865Aug 17, 2024Updated last year
- Best Practices, code samples, and documentation for Computer Vision.☆9,844Feb 16, 2024Updated 2 years ago
- Pretrained ConvNets for pytorch: NASNet, ResNeXt, ResNet, InceptionV4, InceptionResnetV2, Xception, DPN, etc.☆9,109Apr 22, 2022Updated 4 years ago
- Distributed training framework for TensorFlow, Keras, PyTorch, and Apache MXNet.☆14,694Dec 1, 2025Updated 4 months ago
- 1-Click AI Models by DigitalOcean Gradient • AdDeploy popular AI models on DigitalOcean Gradient GPU virtual machines with just a single click. Zero configuration with optimized deployments.
- Image augmentation for machine learning experiments.☆14,736Jul 30, 2024Updated last year
- A curated list of applied machine learning and data science notebooks and libraries across different industries (by @firmai)☆7,465Oct 4, 2024Updated last year
- Natural Language Processing Best Practices & Examples☆6,442Aug 30, 2022Updated 3 years ago
- Boosting your Web Services of Deep Learning Applications.☆1,244May 13, 2021Updated 4 years ago
- State-of-the-Art Deep Learning scripts organized by models - easy to train and deploy with reproducible accuracy and performance on enter…☆14,785Aug 12, 2024Updated last year
- The fastai deep learning library☆27,985Apr 6, 2026Updated 2 weeks ago
- Deep Learning papers reading roadmap for anyone who are eager to learn this amazing tech!☆39,490Nov 27, 2022Updated 3 years ago
- Learn how to develop, deploy and iterate on production-grade ML applications.☆47,348Mar 4, 2026Updated last month
- A set of examples around pytorch in Vision, Text, Reinforcement Learning, etc.☆23,851Sep 1, 2025Updated 7 months ago
- Managed Kubernetes at scale on DigitalOcean • AdDigitalOcean Kubernetes includes the control plane, bandwidth allowance, container registry, automatic updates, and more for free.
- Machine Learning Interviews from FAANG, Snapchat, LinkedIn. I have offers from Snapchat, Coupang, Stitchfix etc. Blog: mlengineer.io.☆12,470Aug 31, 2023Updated 2 years ago
- Repository to track the progress in Natural Language Processing (NLP), including the datasets and the current state-of-the-art for the mo…☆22,974Jul 28, 2024Updated last year
- 🐍 Geometric Computer Vision Library for Spatial AI☆11,181Updated this week
- An open source AutoML toolkit for automate machine learning lifecycle, including feature engineering, neural architecture search, model c…☆14,347Jul 3, 2024Updated last year
- The Triton Inference Server provides an optimized cloud and edge inferencing solution.☆10,597Updated this week
- Facebook AI Research Sequence-to-Sequence Toolkit written in Python.☆32,207Sep 30, 2025Updated 6 months ago
- A curated list of deep learning resources for computer vision☆11,155Aug 15, 2023Updated 2 years ago