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🤖 Topic 25: Reinforcement Learning for Autonomy

Course: Autonomous Systems — Section 3: Planning & Decision Making Topic: 25 of 70 | Prev:…

Overview

🤖 Topic 25: Reinforcement Learning for Autonomy — Quick Facts

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Prev: [24-Decision-Making.md](24-Decision-Making.md): Next: 26-Prediction-Forecasting.md

Topic 1

🎯 Overview

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RL = agent environment me interact…

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No explicit model needed — data se…

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Key algorithms: Q-Learning, SARSA,…

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Autonomous driving me: lane…

Topic 2

📊 RL Agent-Environment Loop

💡 ` ┌──────────────────────────────────────────────────────────────┐ │ Reinforcement…

Topic 3

🐍 Complete Python Implementation

🎯 `python import math import random from dataclasses import dataclass, field from enum…

Topic 4

📊 RL Algorithm Comparison

Topic 5

❓ Quiz — 5 MCQs

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A) Same hai

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B) Q-Learning off-policy (best…

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C) SARSA faster hai

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D) Q-Learning sirf images pe kaam…

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🔗 Navigation

✨ ⬅️ Previous: 24-Decision-Making.md | ➡️ Next: 26-Prediction-Forecasting.md

Comparison

📊 RL Algorithm Comparison

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Q-Learning: Value

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SARSA: Value

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DQN: Value+NN

Quick Quiz

Quiz — Question 1

🤖 Topic 25: Reinforcement Learning for Autonomy ka sabse sahi definition kya hai?

Complete! 🎉

🤖 Topic 25: Reinforcement Learning for Autonomy Complete!

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