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Javad Moein's Projects

advanced-reinforcement-learning icon advanced-reinforcement-learning

Explored reinforcement learning in-depth, covering key concepts like MDP, TD, Q-learning, SARSA, and MCTS. Advanced into Deep RL with DQN, Policy Gradient, and actor-critic methods (REINFORCE, DDPG, PPO). Explored Partially RL, Multi-agent RL, and Representation Learning. Applied RL in Robotics, engaging in coding exercises throughout the course.

alphazero.jl icon alphazero.jl

A generic, simple and fast implementation of Deepmind's AlphaZero algorithm.

an-image-processing-application icon an-image-processing-application

An Image Processing App: Offers GUI, Script, and Text modes. Follows MVC design. Handles multiple formats, filters, color transforms, histograms, and mosaicking. User-friendly and extensible.

cs-5010-program-design-paradigms icon cs-5010-program-design-paradigms

In this course, we explore OOP concepts (info hiding, encapsulation, polymorphism), utilizing inheritance and composition for software reuse. We focus on OOD with UML and design patterns, highlighting unit testing. We apply design patterns (builder, command) and adhering to SOLID principles for modularity, scalability, and code readability.

deep-learning icon deep-learning

In the CS 7150 deep learning course repository, we undertook three projects, each built from scratch: Fully-Connected and Convolutional Neural Networks - Recurrent Neural Networks and Transformer - Generative Adversarial Networks (GANs) and Adversarial Attacks

mobile-robot-exploration icon mobile-robot-exploration

Introducing a novel approach that incorporates initial information, addressing observation and motion uncertainties. The methodology combines global planning in belief space with local exploration planning, enhancing exploration under realistic conditions. Code sharing is imminent, pending permission from the original author of a specific segment

open_spiel icon open_spiel

OpenSpiel is a collection of environments and algorithms for research in general reinforcement learning and search/planning in games.

skimo icon skimo

Skill-based Model-based Reinforcement Learning (CoRL 2022)

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