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Top AI Repos tracks AI repositories on GitHub and answers two different questions about each one: is it moving right now, and would you bet a product on it.
机器学习工程师、算法工程师、软件工程师、数据科学家-面试指南 | Interview guide for MLE, SDE, DS
| Date | Stars |
|---|---|
| 2026-07-31 | 317 |
| 2026-08-04 | 318 |
| 2026-08-06 | 319 |
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# 机器学习｜数据科学｜软件工程 📚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/](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](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/97_product_sense.md) | | Chapter 4 | [SQL](01_leetcode/99_SQL/README.md) | ### 数据工程师 | Chapter | Content | |-----------|---------------------------------------------------------| | Chapter 1 | [Data Structures and Algorithms](01_leetcode/README.md) | | Chapter 2 | [SQL](01_leetcode/99_SQL/README.md) | | Chapter 3 | [Object Oriented Design](03_system/01_ood/README.md) | | Chapter 4 | [Behavioral Question](04_bq/README.md) |
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