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deep-learning-algorithms

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Deep learning is a subset of machine learning that uses artificial neural networks with multiple layers to automatically learn hierarchical representations from data. It powers modern breakthroughs in computer vision, natural language processing, speech recognition, and generative AI.

Here are 645 public repositories matching this topic...

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richzhang / colorization

Star 3.5k

Automatic colorization using deep neural networks. "Colorful Image Colorization." In ECCV, 2016.

caffe computer-vision deep-learning deep-learning-algorithms colorization automatic-colorization
  • Updated Nov 27, 2023
  • Python

junyanz / interactive-deep-colorization

Star 2.7k

Deep learning software for colorizing black and white images with a few clicks.

caffe computer-vision deep-learning interactive deep-learning-algorithms colorization automatic-colorization
  • Updated Jul 29, 2022
  • Python
sparseml

neuralmagic / sparseml

Star 2.1k

Libraries for applying sparsification recipes to neural networks with a few lines of code, enabling faster and smaller models

nlp sparsity tensorflow keras pytorch deep-learning-algorithms image-classification deep-learning-library pruning object-detection transfer-learning automl computer-vision-algorithms onnx deep-learning-models sparsification pruning-algorithms smaller-models sparsification-recipes
  • Updated Jun 2, 2025
  • Python

xiaohu2015 / DeepLearning_tutorials

Star 1.8k

The deeplearning algorithms implemented by tensorflow

sda tensorflow cnn lstm deep-learning-algorithms rbm mlp deep-learning-tutorial dbn
  • Updated Feb 27, 2019
  • Jupyter Notebook

bat67 / pytorch-tutorials-examples-and-books

Star 1.5k

PyTorch tutorials, examples and some books I found 【不定期更新】整理的PyTorch 最新版教程、例子和书籍

python machine-learning slide library deep-learning neural-network numpy python3 pytorch deep-learning-algorithms deeplearning deep-learning-tutorial pytorch-tutorials learning-pytorch pytorch-ppt
  • Updated Nov 23, 2020
  • Jupyter Notebook

bansalkanav / Ultimate-Data-Science-Toolkit---From-Python-Basics-to-GenerativeAI

Star 973
visualization search-engine flask aws data-science machine-learning statistics sql mongodb cnn python3 deep-learning-algorithms data-analysis tutorial-code prefect sklearn-library pandas-python mlops mlflow streamlit
  • Updated Apr 8, 2026
  • Jupyter Notebook

whitelok / image-text-localization-recognition

Star 959

A general list of resources to image text localization and recognition 场景文本位置感知与识别的论文资源与实现合集 シーンテキストの位置認識と識別のための論文リソースの要約

machine-learning awesome ocr deep-learning text-extraction text-recognition deep-learning-algorithms convolutional-neural-networks text-detection scene-texts
  • Updated Sep 17, 2023

oeway / pytorch-deform-conv

Star 904

PyTorch implementation of Deformable Convolution

deep-learning deep-learning-algorithms
  • Updated Jul 21, 2021
  • Python

sudharsan13296 / Hands-On-Reinforcement-Learning-With-Python

Star 863

Master Reinforcement and Deep Reinforcement Learning using OpenAI Gym and TensorFlow

reinforcement-learning monte-carlo deep-reinforcement-learning openai-gym q-learning deep-learning-algorithms policy-gradient sarsa deep-q-network markov-decision-processes asynchronous-advantage-actor-critic double-dqn trpo dueling-dqn deep-deterministic-policy-gradient ppo deep-recurrent-q-network drqn hindsight-experience-replay policy-gradients
  • Updated Oct 7, 2020
  • Jupyter Notebook

umbertogriffo / Predictive-Maintenance-using-LSTM

Star 740

Example of Multiple Multivariate Time Series Prediction with LSTM Recurrent Neural Networks in Python with Keras.

deep-neural-networks timeseries deep-learning keras lstm deep-learning-algorithms keras-models keras-neural-networks lstm-neural-networks prediction-model keras-tensorflow predictive-maintenance
  • Updated Feb 12, 2024
  • Python

ShahariarRabby / deeplearning.ai

Star 655

deeplearning.ai , By Andrew Ng, All video link

deep-neural-networks deep-learning coursera artificial-intelligence deep-learning-algorithms artificial-neural-networks deeplearning convolutional-neural-networks deep-learning-tutorial andrew-ng andrew-ng-course
  • Updated Mar 12, 2018

MishaLaskin / curl

Star 607

CURL: Contrastive Unsupervised Representation Learning for Sample-Efficient Reinforcement Learning

deep-neural-networks reinforcement-learning deep-learning curl gpu deep-reinforcement-learning deep-learning-algorithms reinforcement-learning-algorithms deeplearning deep-q-network sac deep-q-learning reinforcement-agents deep-rl deeplearning-ai contrastive-loss off-policy contrastive-predictive-coding model-free-rl contrastive-learning
  • Updated Oct 28, 2020
  • Python
fire-detection-cnn

tobybreckon / fire-detection-cnn

Star 571

real-time fire detection in video imagery using a convolutional neural network (deep learning) - from our ICIP 2018 paper (Dunnings / Breckon) + ICMLA 2019 paper (Samarth / Bhowmik / Breckon)

machine-learning deep-neural-networks computer-vision deep-learning tensorflow deep-learning-algorithms convolutional-networks convolutional-neural-networks object-detection network-architecture superpixels tensorflow-examples cnn-architecture fire-detector cnn-for-visual-recognition robot-vision fire-detection inceptionv1-onfire superpixel-segment firenet
  • Updated Jul 22, 2021
  • Python

idreesshaikh / Autonomous-Driving-in-Carla-using-Deep-Reinforcement-Learning

Sponsor
Star 567

Deep Reinforcement Learning (PPO) in Autonomous Driving (Carla) [from scratch]

reinforcement-learning deep-learning deep-reinforcement-learning pytorch openai deep-learning-algorithms self-driving-car autonomous-driving self-driving ddqn self-driving-cars proximal-policy-optimization ppo carla-simulator carla-driving-simulator self-driving-car-simulation carla-environment
  • Updated Nov 13, 2025
  • Python

maykulkarni / Machine-Learning-Notebooks

Star 555

Machine Learning notebooks for refreshing concepts.

python machine-learning natural-language-processing reinforcement-learning deep-learning machine-learning-algorithms neural-networks deep-learning-algorithms dimensionality-reduction python-machine-learning data-processing regression-models deep-learning-tutorial data-science-notebook model-evaluation classification-trees clustering-methods machine-learning-tutorials
  • Updated Aug 24, 2021
  • Jupyter Notebook
rad

MishaLaskin / rad

Star 414

RAD: Reinforcement Learning with Augmented Data

deep-neural-networks reinforcement-learning deep-learning deep-reinforcement-learning rad deep-learning-algorithms rl codebase deep-q-network sac deep-q-learning ppo deeplearning-ai model-free off-policy dm-control data- soft-actor-critic data-augmentations mujoc
  • Updated Mar 29, 2021
  • Jupyter Notebook

Sahith02 / machine-learning-algorithms

Star 404

A curated list of all machine learning algorithms and deep learning algorithms grouped by category.

python machine-learning tutorial deep-learning neural-network machine-learning-algorithms regression deep-learning-algorithms classification implementation trees deep-learning-tutorial implementation-of-algorithms
  • Updated Feb 26, 2022
  • Python
sparsezoo

neuralmagic / sparsezoo

Star 388

Neural network model repository for highly sparse and sparse-quantized models with matching sparsification recipes

nlp computer-vision deep-learning-algorithms yolo resnet pruning transfer-learning pretrained-models quantization mobilenet deep-learning-models object-detection-model sparsification-recipe smaller-models sparse-quantized-models models-optimized
  • Updated Jun 2, 2025
  • Python
ModernConvNets

Nyandwi / ModernConvNets

Star 360

Revisions and implementations of modern Convolutional Neural Networks architectures in TensorFlow and Keras

computer-vision tensorflow keras neural-networks deep-learning-algorithms image-classification convolutional-neural-networks cnns convnets
  • Updated Oct 5, 2022
  • Jupyter Notebook

bat67 / awesome-deep-learning-and-machine-learning-questions

Star 332

【不定期更新】收集整理的一些网站中(如知乎、Quora、Reddit、Stack Exchange等)与深度学习、机器学习、强化学习、数据科学相关的有价值的问题

answers website machine-learning collection deep-learning machine-learning-algorithms stackoverflow interview questions zhihu quora collections deep-learning-algorithms question-answering faq machinelearning deeplearning questions-and-answers stackexchange deep-learning-tutorial
  • Updated Jun 4, 2019
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