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heshandevaka's Projects

fedml icon fedml

A Research-oriented Federated Learning Library. Supporting distributed computing, mobile/IoT on-device training, and standalone simulation. Best Paper Award at NeurIPS 2020 Federated Learning workshop. Join our Slack Community:(https://join.slack.com/t/fedml/shared_invite/zt-havwx1ee-a1xfOUrATNfc9DFqU~r34w)

minimalrl icon minimalrl

Implementations of basic RL algorithms with minimal lines of codes! (pytorch based)

ml-from-scratch icon ml-from-scratch

Machine Learning From Scratch. Bare bones NumPy implementations of machine learning models and algorithms with a focus on accessibility. Aims to cover everything from linear regression to deep learning.

moco icon moco

This repository contains the codebase used to generate the main results of "Mitigating Gradient Bias in Multi-objective Learning: A Provably Convergent Stochastic Approach, which has been accepted to ICLR 2023."

pcgrad icon pcgrad

Code for "Gradient Surgery for Multi-Task Learning"

rl-adventure icon rl-adventure

Pytorch Implementation of DQN / DDQN / Prioritized replay/ noisy networks/ distributional values/ Rainbow/ hierarchical RL

rl-adventure-2 icon rl-adventure-2

PyTorch0.4 implementation of: actor critic / proximal policy optimization / acer / ddpg / twin dueling ddpg / soft actor critic / generative adversarial imitation learning / hindsight experience replay

trade-off-mol icon trade-off-mol

Experiments on trade-off among optimization, generalization and conflict aversion in multi-objective learning (MOL), and introducing MoDo.

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