# Overview

## Introduction

Machine learning and deep learning approaches have been fundamental to many groundbreaking insights into biomedicine. The point of this section is to get you familiar with fundamental concepts underlying many powerful algorithms -- basically, you're getting some crash courses. This section is by no means comprehensive and you're expected to  proactively seek other external resources to get more intuition on this stuff. But don't worry, we'll share a few potentially helpful resources in the following sections.&#x20;

**Note that this is a really challenging domain, so definitely don't beat yourself up if you don't get it the first (few) times. Have fun learning!** [🙂](https://emojipedia.org/slightly-smiling-face/)

![](https://799695905-files.gitbook.io/~/files/v0/b/gitbook-legacy-files/o/assets%2F-LOU72uHiiqPUDv6aFli%2F-LPllmPyZaQMV1Jq5dbq%2F-LPlnHCxGl7di12gox41%2Fimage.png?alt=media\&token=bc9d2d2a-b2dd-407d-85ed-8b43cd713b36)

![](https://799695905-files.gitbook.io/~/files/v0/b/gitbook-legacy-files/o/assets%2F-LOU72uHiiqPUDv6aFli%2F-LPllmPyZaQMV1Jq5dbq%2F-LPlnKFMTjbuml_JiidB%2Fimage.png?alt=media\&token=0b986477-8027-40ad-97fc-111be044e3a1)

![](https://799695905-files.gitbook.io/~/files/v0/b/gitbook-legacy-files/o/assets%2F-LOU72uHiiqPUDv6aFli%2F-LPllmPyZaQMV1Jq5dbq%2F-LPlnNHJ4Y_rnPxGGc_c%2Fimage.png?alt=media\&token=8e58430c-f74b-463b-ac6e-17f7fc9cba0a)

![](https://799695905-files.gitbook.io/~/files/v0/b/gitbook-legacy-files/o/assets%2F-LOU72uHiiqPUDv6aFli%2F-LPllmPyZaQMV1Jq5dbq%2F-LPlnQTvfeL5OqagMUV5%2Fimage.png?alt=media\&token=05d75072-35c2-4f6e-807a-55220d7f033a)

![](https://799695905-files.gitbook.io/~/files/v0/b/gitbook-legacy-files/o/assets%2F-LOU72uHiiqPUDv6aFli%2F-LPllmPyZaQMV1Jq5dbq%2F-LPlnTRhsPp_-9p0QTRV%2Fimage.png?alt=media\&token=4cea9a9b-a093-4244-a707-1dc78f7dc908)


---

# Agent Instructions: Querying This Documentation

If you need additional information that is not directly available in this page, you can query the documentation dynamically by asking a question.

Perform an HTTP GET request on the current page URL with the `ask` query parameter:

```
GET https://svai.gitbook.io/research-to-the-people/ai-fundamentals/untitled.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.

Use this mechanism when the answer is not explicitly present in the current page, you need clarification or additional context, or you want to retrieve related documentation sections.
