https://github.com/longxingtan/machine-learning-interview
算法工程师、机器学习工程师、软件工程师、数据科学家-实践与面试指南 | Interview guide for MLE, SDE, DS
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
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算法工程师、机器学习工程师、软件工程师、数据科学家-实践与面试指南 | Interview guide for MLE, SDE, DS
- 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: 2024-11-30T09:33:22.000Z (5 months ago)
- Last Synced: 2024-12-28T11:15:24.742Z (4 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: 27.3 MB
- Stars: 61
- Watchers: 2
- Forks: 1
- Open Issues: 0
-
Metadata Files:
- Readme: README.md
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README
# 机器学习｜数据科学｜软件工程
📗该仓库是一份面试指南，针对海外、外企、大厂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、数据工程师
- 面试沟通注意: **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
### 准备
| Chapter | Content |
|------------|----------------------------------------|
| Chapter 0 | [简历与准备工作](05_case/01_pre_interview.md) |
| Appendix 1 | [案例分享](05_case/README.md) |
| Appendix 2 | [面试前必看](05_case/02_cheat_sheet.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 / 开发工程师
| 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 Sense](02_ml/25_product_sense.md) |
| Chapter 4 | [SQL](01_leetcode/99_SQL/README.md) |