https://github.com/longxingtan/machine-learning-interview

软件工程师、算法工程师、机器学习工程师、数据科学家-实践与面试指南 | SDE MLE DS Interview
https://github.com/longxingtan/machine-learning-interview

ai-engineer algorithms behavior-questions deep-learning interview interview-practice leetcode machine-learning ml-systems-design mle mle-interview software-engineer-interview software-engineering system-design

Last synced: about 2 months ago
JSON representation

软件工程师、算法工程师、机器学习工程师、数据科学家-实践与面试指南 | SDE MLE DS Interview

• Host: GitHub
• URL: https://github.com/longxingtan/machine-learning-interview
• Owner: LongxingTan
• Created: 2022-10-10T14:38:04.000Z (over 2 years ago)
• Default Branch: main
• Last Pushed: 2024-10-18T01:02:07.000Z (3 months ago)
• Last Synced: 2024-10-20T12:47:55.001Z (3 months ago)
• Topics: ai-engineer, algorithms, behavior-questions, deep-learning, interview, interview-practice, leetcode, machine-learning, ml-systems-design, mle, mle-interview, software-engineer-interview, software-engineering, system-design
• Homepage: https://longxingtan.gitbook.io/ml-interview/
• Size: 27.5 MB
• Stars: 36
• Watchers: 2
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md

Awesome Lists containing this project

README

        
# 机器学习｜数据科学｜软件工程

📗该仓库是一份面试指南，介绍如何准备润海外、外企、大厂的CS相关岗位

- 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

- 技术面试注意体现: **逻辑通顺，框架思维，重点突出**

- 在线书籍： [https://longxingtan.gitbook.io/ml-interview/](https://longxingtan.gitbook.io/ml-interview/)

## 面试内容

| Chapter   | Content                                |

|-----------|----------------------------------------|

| Chapter 0 | [简历与准备工作](05_case/01_pre_interview.md) |

| Appendix  | [案例分享](05_case/README.md)              |

### 机器学习工程师 / 数据科学家(模型)

| Chapter   | Content                                                 |

|-----------|---------------------------------------------------------|

| Chapter 1 | [Data Structures and Algorithms](01_leetcode/README.md) |

| Chapter 2 | [ML Breadth / Depth](02_ml/README.md)                   |

| Chapter 3 | [ML System Design](03_system/03_ml/README.md)           |

| Chapter 4 | [Behavioral Question](04_bq/README.md)                  |

### 软件工程师

| Chapter   | Content                                                 |

|-----------|---------------------------------------------------------|

| Chapter 1 | [Data Structures and Algorithms](01_leetcode/README.md) |

| Chapter 2 | [System Design](03_system/README.md)                    |

| Chapter 3 | [Behavioral Question](04_bq/README.md)                  |

| Chapter 4 | [Object Oriented Design](03_system/01_ood/README.md)    |

### 数据科学家(分析)

| Chapter   | Content                                                 |

|-----------|---------------------------------------------------------|

| Chapter 1 | [Statistical and Causal Inference](02_ml/00_ml_math.md) |

| Chapter 2 | [ML Breadth / Depth](02_ml/README.md)                   |

| Chapter 3 | [Product Case](02_ml/21_product_case.md)                |

| Chapter 4 | [SQL](01_leetcode/99_SQL/README.md)                     |