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.☆4,660Jun 13, 2025Updated last year
- A curated list of references for MLOps☆14,192Nov 21, 2024Updated last year
- A curated list of awesome open source libraries to deploy, monitor, version and scale your machine learning☆20,905Updated this week
- The Incredible PyTorch: a curated list of tutorials, papers, projects, communities and more relating to PyTorch.☆12,641Jul 22, 2026Updated last month
- Pretrain, finetune ANY AI model of ANY size on 1 or 10,000+ GPUs with zero code changes.☆31,337Updated this week
- Deploy on Railway without the complexity - Free Credits Offer • AdConnect your repo and Railway handles the rest with instant previews. Quickly provision container image services, databases, and storage volumes.
- Fast and flexible image augmentation library. Paper about the library: https://www.mdpi.com/2078-2489/11/2/125☆15,308Jun 25, 2025Updated last year
- Serve, optimize and scale PyTorch models in production☆4,344Aug 6, 2025Updated last year
- A comprehensive list of pytorch related content on github,such as different models,implementations,helper libraries,tutorials etc.☆16,664Feb 1, 2026Updated 7 months ago
- A booklet on machine learning systems design with exercises. NOT the repo for the book "Designing Machine Learning Systems", which is `dm…☆10,591Apr 15, 2023Updated 3 years ago
- 📚 Papers & tech blogs by companies sharing their work on data science & machine learning in production.☆30,125Jul 18, 2024Updated 2 years ago
- The largest collection of PyTorch image encoders / backbones. Including train, eval, inference, export scripts, and pretrained weights --…☆37,138Updated this week
- Serving PyTorch 1.0 Models as a Web Server in C++☆225Jan 15, 2020Updated 6 years ago
- Drench yourself in Deep Learning, Reinforcement Learning, Machine Learning, Computer Vision, and NLP by learning from these exciting lect…☆12,942Aug 22, 2026Updated 3 weeks ago
- A collection of various deep learning architectures, models, and tips☆17,600Feb 8, 2024Updated 2 years ago
- Wordpress hosting with auto-scaling - Free Trial Offer • AdFully Managed hosting for WordPress and WooCommerce businesses that need reliable, auto-scalable performance. Cloudways SafeUpdates now available.
- Production infrastructure for machine learning at scale☆8,011Jun 12, 2024Updated 2 years ago
- The easiest way to serve AI apps and models - Build Model Inference APIs, Job queues, LLM apps, Multi-model pipelines, and more!☆8,836Updated this week
- A PyTorch implementation of EfficientNet☆8,218Apr 8, 2022Updated 4 years ago
- High-level library to help with training and evaluating neural networks in PyTorch flexibly and transparently.☆4,783Updated this week
- Visualizer for neural network, deep learning and machine learning models☆33,475Updated this week
- The fastai deep learning library☆28,133Updated this week
- Best Practices, code samples, and documentation for Computer Vision.☆9,880Feb 16, 2024Updated 2 years ago
- An easy to use PyTorch to TensorRT converter☆4,881Aug 17, 2024Updated 2 years ago
- Pretrained ConvNets for pytorch: NASNet, ResNeXt, ResNet, InceptionV4, InceptionResnetV2, Xception, DPN, etc.☆9,099Apr 22, 2022Updated 4 years ago
- Deploy on Railway without the complexity - Free Credits Offer • AdConnect your repo and Railway handles the rest with instant previews. Quickly provision container image services, databases, and storage volumes.
- Image augmentation for machine learning experiments.☆14,735Jul 30, 2024Updated 2 years ago
- Distributed training framework for TensorFlow, Keras, PyTorch, and Apache MXNet.☆14,684Jul 29, 2026Updated last month
- A curated list of applied machine learning and data science notebooks and libraries across different industries (by @firmai)☆7,483Oct 4, 2024Updated last year
- Natural Language Processing Best Practices & Examples☆6,426Aug 30, 2022Updated 4 years ago
- Boosting your Web Services of Deep Learning Applications.☆1,241May 13, 2021Updated 5 years ago
- State-of-the-Art Deep Learning scripts organized by models - easy to train and deploy with reproducible accuracy and performance on enter…☆14,843Aug 12, 2024Updated 2 years ago
- Deep Learning papers reading roadmap for anyone who are eager to learn this amazing tech!☆39,551Nov 27, 2022Updated 3 years ago
- A set of examples around pytorch in Vision, Text, Reinforcement Learning, etc.☆24,038Sep 1, 2025Updated last year
- Machine Learning Interviews from FAANG, Snapchat, LinkedIn. I have offers from Snapchat, Coupang, Stitchfix etc. Blog: mlengineer.io.☆12,815Aug 31, 2023Updated 3 years 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.
- Repository to track the progress in Natural Language Processing (NLP), including the datasets and the current state-of-the-art for the mo…☆22,951Jul 28, 2024Updated 2 years ago
- Learn how to develop, deploy and iterate on production-grade ML applications.☆49,460Mar 4, 2026Updated 6 months ago
- An open source AutoML toolkit for automate machine learning lifecycle, including feature engineering, neural architecture search, model c…☆14,360Jul 3, 2024Updated 2 years ago
- 🐍 Geometric Computer Vision Library for Spatial AI☆11,353Updated this week
- The Triton Inference Server provides an optimized cloud and edge inferencing solution.☆10,982Updated this week
- Facebook AI Research Sequence-to-Sequence Toolkit written in Python.☆32,229Sep 30, 2025Updated 11 months ago
- Detectron2 is a platform for object detection, segmentation and other visual recognition tasks.☆34,707Aug 19, 2026Updated 3 weeks ago