> For the complete documentation index, see [llms.txt](https://longxingtan.gitbook.io/mle-interview/llms.txt). Markdown versions of documentation pages are available by appending `.md` to page URLs; this page is available as [Markdown](https://longxingtan.gitbook.io/mle-interview/readme.md).

# 前言

📚中文面试指南，针对海外、外企、大厂CS岗位。

* 适用岗位：软件工程师(SDE)、机器学习工程师(MLE)、数据科学家(DS)、应用科学家(AS)、AI工程师、数据工程师
* 面试沟通：**逻辑通顺，框架思维，突出重点**
* 免费书籍：<https://longxingtan.gitbook.io/ml-interview/>

## 📖 面试内容

### 机器学习工程师 / 数据科学家(模型)

| Chapter   | Content                                                         |
| --------- | --------------------------------------------------------------- |
| Chapter 1 | [Data Structures and Algorithms](/mle-interview/01_leetcode.md) |
| Chapter 2 | [ML Breadth / Depth](/mle-interview/02_ml.md)                   |
| Chapter 3 | [ML System Design](/mle-interview/03_system/03_ml.md)           |
| Chapter 4 | [Behavioral Question](/mle-interview/04_bq.md)                  |

### 软件工程师 / 开发工程师

| Chapter   | Content                                                         |
| --------- | --------------------------------------------------------------- |
| Chapter 1 | [Data Structures and Algorithms](/mle-interview/01_leetcode.md) |
| Chapter 2 | [System Design](/mle-interview/03_system.md)                    |
| Chapter 3 | [Behavioral Question](/mle-interview/04_bq.md)                  |
| Chapter 4 | [Object Oriented Design](/mle-interview/03_system/01_ood.md)    |

### 数据科学家(分析)

| Chapter   | Content                                                                |
| --------- | ---------------------------------------------------------------------- |
| Chapter 1 | [Statistical and Causal Inference](/mle-interview/02_ml/00_ml_math.md) |
| Chapter 2 | [ML Breadth / Depth](/mle-interview/02_ml.md)                          |
| Chapter 3 | [Product Sense](/mle-interview/02_ml/97_product_sense.md)              |
| Chapter 4 | [SQL](/mle-interview/01_leetcode/99_sql.md)                            |

### 数据工程师

| Chapter   | Content                                                         |
| --------- | --------------------------------------------------------------- |
| Chapter 1 | [Data Structures and Algorithms](/mle-interview/01_leetcode.md) |
| Chapter 2 | [SQL](/mle-interview/01_leetcode/99_sql.md)                     |
| Chapter 3 | [Object Oriented Design](/mle-interview/03_system/01_ood.md)    |
| Chapter 4 | [Behavioral Question](/mle-interview/04_bq.md)                  |