Arduino Q-Learning Line Follower Kit: Build an AI Robot That Learns to Follow Lines

Every part needed, pre-tested for compatibility, with an AI build companion trained on this exact project. Shipped from Bengaluru in 3-5 days.

Instead of hard-coding a PID controller, you’ll train a Q-learning agent directly on the Arduino to map IR sensor states to motor commands. Over 20 laps it discovers the most efficient line-following strategy, smoothing turns and correcting drifts that traditional algorithms miss. This kit brings real reinforcement learning to your desk, no cloud, no external computer — just the robot and its evolving Q-table.

What You'll Build

You’ll assemble a two-wheeled robot carrying a three-sensor line array, then flash a reinforcement learning sketch that populates a Q-table as it runs. Watch the behavior improve lap by lap: early wobbles give way to confident tracking, and the robot learns to recover from sharp corners it could not handle at the start. By the final lap it follows any black line on a white surface with minimal deviation.

What You'll Learn

• Implement a Q-learning reinforcement learning algorithm on a microcontroller with limited RAM
• Map analog IR sensor readings to discrete states for efficient learning and table lookup
• Tune reward functions and balance exploration/exploitation trade-offs in a physical system
• Diagnose sensor noise, motor latency, and battery droop that affect learning convergence

Kit Contents

Why Buy This Kit Instead of Sourcing Parts Separately

Who This Kit Is For

Designed for CBSE Class 11–12 students tackling AI/ML practicals and B.Tech ECE/EEE first‑years exploring reinforcement learning. ATL Tinkering Lab members and Smart India Hackathon participants can prototype an adaptive robot quickly. IIT, NIT, VIT, and BITS freshers also use this kit as a hands-on first step into embedded AI.

Built and Backed by Compoden

Every Compoden kit ships with an AI build companion trained on this exact project — accessible via a QR code on the box, with WhatsApp and email backup. We've spent 10 years building projects for makers, schools, and institutions across India. If a part fails because of a manufacturing defect, replace it free within 7 days.