# Fringe Learning: Resource-Efficient RL for Edge ML vs Reinforcement Learning: An Introduction

Source: https://listme.name/compare/fringe-learning-vs-reinforcement-learning-an-introduction
Framed by the ranking: https://listme.name/best/reinforcement-learning-and-edge-ml-books

| | Fringe Learning: Resource-Efficient RL for Edge ML | Reinforcement Learning: An Introduction |
|---|---|---|
| Score | 79.5 | 94.0 |
| Rank | #5 | #1 |
| Price | One-time purchase | Free |
| Best for | Reinforcement learning on edge hardware | Standard free reinforcement learning textbook |
| Level | Advanced | Intermediate |
| Free to read online | No | Yes |
| Latest edition | Not stated on the listing | 2nd edition, 2018 |
| Math required | Moderate: RL basics and embedded systems | Light to moderate: probability |

A low-priced PDF on reinforcement learning for microcontrollers and NPUs, which fills the edge gap in this list. It is narrower than the textbooks and has no ratings or reviews on its listing. The standard free text for reinforcement learning, with the full PDF from the authors and exercises throughout. It focuses on core ideas rather than the newest deep reinforcement learning systems.

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