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Yes, we specialize in IEEE final year projects with complete technical support, documentation, and source code for engineering students.

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Top Reinforcement Learning Projects for IEEE

From DQN to PPO. Get the best Reinforcement Learning source code and implementations at Bangalore’s top project center.

Agent Catalog

100 IEEE Verified Projects

RL-ROB-01

Autonomous Drone Navigation in Complex Obstacles using PPO

PyTorch / AirSim

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RL-ROB-02

Bipedal Robot Walking Balance Control via Deep RL

MuJoCo / Gym

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RL-ROB-03

Multi-Agent RL for Collaborative Swarm Robotics

Python / ROS

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RL-ROB-04

Self-Learning Robotic Arm for Object Sorting & Grasping

DQN / OpenCV

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RL-ROB-05

Path Planning for Autonomous Underwater Vehicles (AUVs)

Stable Baselines3

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RL-ROB-06

Adaptive Control for Quadruped Robots on Uneven Terrain

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RL-ROB-07

Autonomous Car Intersection Management using Multi-Agent RL

SUMO

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RL-ROB-08

Energy-Efficient Flight Control for Solar-Powered Drones

DDPG

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RL-ROB-09

Robotic Exoskeleton Gait Optimization for Rehabilitation

OpenSim

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RL-ROB-10

Vision-based RL for Autonomous Warehouse Forklifts

Unity ML-Agents

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RL-ROB-11

Robotic Hand Dexterous Manipulation using Soft Actor-Critic

Shadow Hand

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RL-ROB-12

Multi-Robot Coordination for Search and Rescue Missions

MA-PPO

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RL-ROB-13

Adaptive Control of Robotic Fish for Environmental Monitoring

DQN

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RL-ROB-14

RL for Robotic Lawn Mowers in Dynamic Environments

PPO

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RL-ROB-15

Self-Supervised Learning for Robotic Vacuum Cleaners

SAC

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RL-ROB-16

Safe RL for Human-Robot Collaboration in Factories

Constraint-RL

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RL-ROB-17

Hierarchical RL for Complex Surgical Robot Tasks

H-RL

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RL-ROB-18

Collision Avoidance for Warehouse AGVs using D3QN

D3QN

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RL-ROB-19

Deep RL for Flocking Behavior in Fixed-Wing UAVs

PyBullet

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RL-ROB-20

Teleoperation Assistance for Robots with Latency using RL

Python

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RL-ROB-21

Active SLAM for Exploratory Robots via Reinforcement Learning

Gazebo

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RL-ROB-22

End-to-End Visual Navigation for Mobile Robots

ResNet-PPO

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RL-ROB-23

Friction-Aware Locomotion for Robots on Ice/Sand

SAC

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RL-ROB-24

Bio-inspired Flapping Wing Control via RL

Fluid Dynamics AI

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RL-ROB-25

Multi-UAV Area Coverage for Agricultural Monitoring

Gym-Multi

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RL-GAM-01

Training Intelligent NPCs in Open World Games using RL

Unity / C#

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RL-GAM-02

Mastering Multi-player Card Games using CFR

Python

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RL-GAM-03

Real-time Strategy Planning in Battle Arena Games

DQN

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RL-GAM-04

Procedural Level Generation via PCG-RL

PCG-RL

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RL-GAM-05

AI Agent for Competitive Racing Games with Physics

PPO

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RL-GAM-06

Deep RL for Classical Board Games (Chess/Go)

AlphaZero Style

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RL-GAM-07

Cooperative Team-play in First-Person Shooter Environments

MA-PPO

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RL-GAM-08

RL for Auto-Balancing Game Difficulty Levels

Dynamic AI

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RL-GAM-09

Learning to Play 2D Platformers with Curiosity-Driven RL

ICM / PPO

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RL-GAM-10

Social Interaction Modeling for Sims-style NPCs

MARL

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RL-GAM-11

Multi-Agent RL for Sports Simulations (Soccer/Basket)

Google Research Football

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RL-GAM-12

Adversarial RL for Game Quality Assurance Testing

Exploitation AI

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RL-GAM-13

Dialogue Generation for NPCs via RL-tuned LLMs

RLHF

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RL-GAM-14

Pathfinding in Destructible Environments via RL

A* Hybrid RL

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RL-GAM-15

Learning Optimal Strategies for Poker via Deep RL

DeepCFR

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RL-FIN-01

Automated Crypto-Currency Trading Bot using D3QN

Binance API

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RL-FIN-02

Portfolio Risk Optimization using Actor-Critic Models

FinRL

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RL-FIN-03

High-Frequency Stock Market Trading Agent with RL

Stable Baselines

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RL-FIN-04

Predicting Market Crashes via RL Agents

Time-Series RL

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RL-FIN-05

Credit Limit Optimization for Banking using RL

Deep RL

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RL-FIN-06

Dynamic Asset Allocation under Market Volatility

SAC

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RL-FIN-07

Limit Order Book Trading via Reinforcement Learning

LOB-Gym

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RL-FIN-08

Forex Multi-Currency Arbitrage using Multi-Agent RL

MARL

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RL-FIN-09

Personalized Wealth Management Robo-Advisor via RL

Python

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RL-FIN-10

Insurance Premium Pricing Optimization using Deep RL

DQN

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RL-FIN-11

Real-time Sentiment-Integrated Trading Bot

NLP + RL

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RL-FIN-12

Option Pricing and Hedging using Reinforcement Learning

BS-Model RL

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RL-FIN-13

Detecting Financial Fraud Patterns via RL Agents

Anomaly RL

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RL-FIN-14

Commodity Price Prediction and Trading via DDPG

DDPG

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RL-FIN-15

Macroeconomic Trend Analysis using RL Simulations

Agent-Based

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RL-IND-01

Smart Traffic Light Control System via SUMO / RL

SUMO

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RL-IND-02

Energy Grid Load Balancing using Multi-Agent RL

OpenGrid

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RL-IND-03

Predictive Maintenance of Industrial Boilers via RL

Sensors

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RL-IND-04

Optimizing HVAC Energy Consumption in Smart Buildings

EnergyPlus

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RL-IND-05

Autonomous Waste Segregation & Collection Routing

DQN

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RL-IND-06

Water Distribution Network Leakage Control using RL

EPANET

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RL-IND-07

Smart Elevator Dispatching via Deep Reinforcement Learning

DQN

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RL-IND-08

Dynamic Pricing for Electric Vehicle Charging Stations

PPO

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RL-IND-09

Supply Chain Inventory Management via RL

OR-Gym

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RL-IND-10

Production Line Scheduling in Industry 4.0 using RL

Job-Shop RL

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RL-IND-11

Autonomous Indoor Lighting Control for Productivity

IoT + RL

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RL-IND-12

Container Terminal Crane Scheduling via RL

Logistics RL

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RL-IND-13

Early Wildfire Detection Coordination via Drone Swarms

MARL

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RL-IND-14

Optimizing 5G Network Slicing using Deep RL

NS-3

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RL-IND-15

Gas Pipeline Pressure Control via Actor-Critic

Simulink

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RL-HEA-01

Automated Insulin Delivery via RL for Diabetes

Simglucose

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RL-HEA-02

Personalized Cancer Treatment Dosing using Deep RL

Medical RL

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RL-HEA-03

Protein Folding Prediction via Reinforcement Learning

AlphaFold Style

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RL-HEA-04

RL for Prosthetic Limb Movement Optimization

OpenSim

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RL-HEA-05

Epidemic Spread Control Strategy using RL Agents

SIR-RL

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RL-HEA-06

Medical Image Guided Radiotherapy Planning via RL

DQN

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RL-HEA-07

Adaptive Mental Health Chatbots using RLHF

LLM + RL

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RL-HEA-08

Discovery of New Antibiotics using RL Search

Molecular RL

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RL-HEA-09

Resource Allocation in Emergency Rooms via RL

Queuing RL

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RL-HEA-10

Dynamic Physical Therapy Routine Generator

Pose + RL

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RL-NET-01

Intrusion Detection System using Deep Reinforcement Learning

NSL-KDD

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RL-NET-02

Autonomous Cyber-Defense against DDoS Attacks

MARL

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RL-NET-03

Adaptive Malware Detection using RL Agents

Gan-RL

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RL-NET-04

Optimizing Routing Protocols in Ad-Hoc Networks

VANET

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RL-NET-05

Dynamic Spectrum Access in Cognitive Radio via RL

DQN

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RL-NET-06

Autonomous Penetration Testing via RL Agents

Gym-Cale

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RL-NET-07

Privacy-Preserving RL for Distributed Networks

Federated RL

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RL-NET-08

Traffic Engineering in SDN using PPO

Mininet

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RL-NET-09

Optimal Placement of Edge Servers via Deep RL

EdgeSim

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RL-NET-10

Phishing Website Detection using RL Feature Selection

Python

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RL-ADV-01

Meta-Reinforcement Learning for Fast Adaptation

Meta-RL

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RL-ADV-02

Inverse Reinforcement Learning for Imitation

IRL

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RL-ADV-03

Sim-to-Real Transfer using Domain Randomization

Robotics

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RL-ADV-04

Reinforcement Learning with Large Language Models

RLHF

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RL-ADV-05

Explainable RL for Transparent Decision Making

X-RL

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RL-ADV-06

Multi-Objective RL for Ethical AI Decisions

MO-RL

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RL-ADV-07

Quantum Reinforcement Learning for Combinatorial Optimization

Q-RL

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RL-ADV-08

Sparse Reward Problem Solving via Hindsight Experience Replay

HER

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RL-ADV-09

Offline Reinforcement Learning from Static Datasets

CQL

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RL-ADV-10

Visual Goal-Conditioned RL for Exploration

V-RL

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