ScaleRL Reinforcement Learning Framework
A reinforcement learning framework built for experimenting with PPO, DQN, and A2C agents in custom Gymnasium environments.
Includes configurable training workflows, evaluation tooling, and reproducible testing pipelines for comparing agent performance.
- Modular training structure for different RL algorithms and policies
- Custom environment integration and rollout tracking
- Evaluation tooling for model comparison and experiment analysis
Python
PyTorch
Gymnasium
Stable-Baselines3
Reinforcement Learning
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Multi-Agent Poker AI Framework
A multi-agent poker AI project focused on strategic decision-making under uncertainty through simulation, opponent behavior modeling,
and self-play training. The project explores how agents adapt their strategies in adversarial environments with incomplete information.
- Monte Carlo-based evaluation for action selection under uncertainty
- Opponent modeling and probabilistic decision-making
- Self-play simulations for adaptive strategy refinement
Python
Monte Carlo Simulation
Multi-Agent AI
Game Theory
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Distributed Trading System Simulation
A distributed systems simulation exploring concurrency, coordination, replication, and fault tolerance through a socket-based marketplace
environment with buyers, sellers, traders, and warehouse services.
- Concurrent socket communication between distributed processes
- Logical clocks and leader election for coordination
- Replication and fault-handling under concurrent workloads
Python
Sockets
Concurrency
Distributed Systems
Fault Tolerance
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IceQueb Office Hour Queue System
A real-time office hour queue management system designed to support live queue updates, session management,
and communication between students and faculty through backend APIs and WebSocket synchronization.
- REST APIs for queue operations and session workflows
- Real-time updates using Socket.io event synchronization
- MongoDB integration for managing queue data, user accounts, and session information
Node.js
Express.js
Socket.io
MongoDB
REST APIs
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