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Shuaibu Yau Auna's Projects

ppo icon ppo

A stable version of ppo and a2c

predictions-for-edge-enabled-dash icon predictions-for-edge-enabled-dash

This is a repository for the code and dataset generated for our study of enabling dash video streaming with predictions at the edge through cross-layer monitoring of application and radio network metrics

private-ai icon private-ai

Repo for Udacity's Secure & Private AI course Federated Learning

puffer icon puffer

Puffer is a free live TV streaming website and a research study at Stanford using machine learning to improve video streaming

pythia icon pythia

A customizable hardware prefetching framework using online reinforcement learning as described in the MICRO 2021 paper by Bera et al. (https://arxiv.org/pdf/2109.12021.pdf).

pytorch-a2c-ppo-acktr-gail icon pytorch-a2c-ppo-acktr-gail

PyTorch implementation of Advantage Actor Critic (A2C), Proximal Policy Optimization (PPO), Scalable trust-region method for deep reinforcement learning using Kronecker-factored approximation (ACKTR) and Generative Adversarial Imitation Learning (GAIL).

pytorch-a3c icon pytorch-a3c

Simple A3C implementation with pytorch + multiprocessing

qarc icon qarc

The implementation of "QARC: Video Quality Aware Rate Control for Real-Time Video Streaming based on Deep Reinforcement Learning"

red icon red

Implementation of Random Expert Distillation

reinforcement_learning_in_python icon reinforcement_learning_in_python

Implementing Reinforcement Learning, namely Q-learning and Sarsa algorithms, for global path planning of mobile robot in unknown environment with obstacles. Comparison analysis of Q-learning and Sarsa

rlearn icon rlearn

A Python Reinforcement Learning Package

secure-ai icon secure-ai

Submission for the 2020 Facebook community challenge

sentdexml icon sentdexml

Introduction to machine learning Breast Cancer Project Inclusive

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