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Denoising-Diffusion-Probabilistic-Model
Denoising-Diffusion-Probabilistic-Model PublicPyTorch implementation of the Denoising Diffusion Probabilistic Model (DDPM) with DDIM sampling and classifier-free guidance, based on Ho et al.'s paper, evaluated on the MNIST dataset.
Python 2
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Multi-Layer-Perceptron
Multi-Layer-Perceptron PublicImplementation of MLP from scratch using Python and NumPy with examples.
Python
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Deep-Reinforcement-Learning-Minigrid
Deep-Reinforcement-Learning-Minigrid PublicDeep RL agents for the MiniGrid 6 Rooms. Implements DQN, Double DQN, Huber Loss, Soft Updates, PER, and Actor-Critic. Best model solves 90% of episodes with improved training stability.
Python
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Auto-Encoding-Variational-Bayes
Auto-Encoding-Variational-Bayes PublicPyTorch implementation of the Variational Autoencoder (VAE) model from the Kingma & Welling paper 'Auto-Encoding Variational Bayes', evaluated on MNIST and Fashion MNIST datasets.
Python
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RL-FlappyBird
RL-FlappyBird PublicReinforcement Learning agent that plays Flappy Bird using Q-Learning and SARSA, implemented from scratch. Includes a custom environment, tabular Q-table updates, and performance visualization.
Jupyter Notebook
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