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deep-learning-algorithms

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Deep learning is an AI function and a subset of machine learning, used for processing large amounts of complex data. Deep learning can automatically create algorithms based on data patterns.

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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 Aug 1, 2024
  • Python

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

Star 839

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

MishaLaskin / curl

Star 572

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 541

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

maykulkarni / Machine-Learning-Notebooks

Star 497

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

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

Star 307

【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

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

Sponsor
Star 292

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 Feb 6, 2024
  • Python
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