Deep-Learning-in-Production

Model deployment notes

A collection of notes and references on deploying deep learning models in production environments

In this repository, I will share some useful notes and references about deploying deep learning-based models in production.

GitHub

4k stars
148 watching
687 forks
last commit: 15 days ago
Linked from 2 awesome lists

angularjsc-plus-pluscaffe2convert-pytorch-modelsdeep-learningdeep-neural-networksflaskkerasmodel-servingmxnetproductionpythonpytorchreactrest-apiservingserving-pytorch-modelstensorflow-modelstesnorflowtutorial

Backlinks from these awesome lists:

Related projects:

Repository Description Stars
alirezadir/production-level-deep-learning A guide to building production-ready deep learning systems for real-world applications 4,360
yunjey/pytorch-tutorial A comprehensive tutorial project that provides code examples for learning PyTorch by implementing various deep learning models and demonstrating their usage. 30,286
catalyst-team/catalyst A PyTorch framework for accelerating deep learning research and development by focusing on reproducibility, rapid experimentation, and codebase reuse. 3,295
p-christ/deep-reinforcement-learning-algorithms-with-pytorch PyTorch implementations of popular deep reinforcement learning algorithms and environments. 5,640
dsksd/deepnlp-models-pytorch Pytorch implementations of various Deep NLP models from Stanford's cs-224n course 2,954
victoresque/pytorch-template An open-source PyTorch deep learning project template providing a structured environment for building and training various models. 4,754
jfzhang95/pytorch-deeplab-xception A PyTorch implementation of the DeepLab-V3-Plus model with support for multiple backbones and datasets 2,910
qubvel-org/segmentation_models.pytorch A PyTorch library for building and training neural networks for image segmentation tasks. 9,696
shenweichen/deepctr-torch A PyTorch-based package for building and training click-through rate models using various deep learning architectures. 3,023
pytorch/examples A collection of curated examples showcasing various PyTorch applications in computer vision, natural language processing, and reinforcement learning. 22,428
dsgiitr/d2l-pytorch An open-source implementation of the popular book 'Dive Into Deep Learning' in PyTorch 4,244
donnyyou/torchcv A comprehensive PyTorch-based framework for computer vision tasks 2,250
pytorch/ignite A high-level library to help with training and evaluating neural networks in PyTorch 4,531
pytorch/pytorch A Python library providing tensors and dynamic neural networks with strong GPU acceleration 84,371
labmlai/annotated_deep_learning_paper_implementations Implementations of various deep learning algorithms and techniques with accompanying documentation 56,215