# Page Not Found

The URL `files/-MTF2y_1oBJakGuh7b1U` does not exist. This page may have been moved, renamed, or deleted.

## Suggested Pages

You may be looking for one of the following:
- [DQN and beyond](https://mandi-zhao.gitbook.io/deeprl-notes/value-based-methods-1/dqn-and-beyond.md)
- [Policy and Value Iteration Algorithms](https://mandi-zhao.gitbook.io/deeprl-notes/value-based-methods-1/value-based-methods.md)
- [RL Fundamentals](https://mandi-zhao.gitbook.io/deeprl-notes/rl-fundamentals.md)
- [Advanced Policy Gradients](https://mandi-zhao.gitbook.io/deeprl-notes/policy-gradient/advanced-policy-gradients.md)
- [Model-based Planning and Model-based Predictive Control](https://mandi-zhao.gitbook.io/deeprl-notes/model-based-methods/model-based-planning-and-model-based-predictive-control.md)

## How to find the correct page

If the exact page cannot be found, you can still retrieve the information using the documentation query interface.

### Option 1 — Ask a question (recommended)

Perform an HTTP GET request on the documentation index with the `ask` parameter:

```
GET https://mandi-zhao.gitbook.io/deeprl-notes/value-based-methods-1/dqn-and-beyond.md?ask=<question>
```

The question should be specific, self-contained, and written in natural language.
The response will contain a direct answer to the question and relevant excerpts and sources from the documentation.

### Option 2 — Browse the documentation index

Full index: https://mandi-zhao.gitbook.io/deeprl-notes/sitemap.md

Use this to discover valid page paths or navigate the documentation structure.

### Option 3 — Retrieve the full documentation corpus

Full export: https://mandi-zhao.gitbook.io/deeprl-notes/llms-full.txt

Use this to access all content at once and perform your own parsing or retrieval. It will be more expensive.

## Tips for requesting documentation

Prefer `.md` URLs for structured content, append `.md` to URLs (e.g., `/deeprl-notes/value-based-methods-1/dqn-and-beyond.md`).

You may also use `Accept: text/markdown` header for content negotiation.
