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机器学习｜数据科学｜软件工程\n\n📚中文面试指南，针对海外、外企、大厂CS岗位。\n\n- 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\n- 面试沟通：**逻辑通顺，框架思维，突出重点**\n- 免费书籍：[https://longxingtan.gitbook.io/ml-interview/](https://longxingtan.gitbook.io/ml-interview/)\n\n## 📖 面试内容\n\n### 机器学习工程师 / 数据科学家(模型)\n\n| Chapter   | Content                                                 |\n| --------- | ------------------------------------------------------- |\n| Chapter 1 | [Data Structures and Algorithms](01_leetcode/README.md) |\n| Chapter 2 | [ML Breadth / Depth](02_ml/README.md)                   |\n| Chapter 3 | [ML System Design](03_system/03_ml/README.md)           |\n| Chapter 4 | [Behavioral Question](04_bq/README.md)                  |\n\n### 软件工程师 / 开发工程师\n\n| Chapter   | Content                                                 |\n| --------- | ------------------------------------------------------- |\n| Chapter 1 | [Data Structures and Algorithms](01_leetcode/README.md) |\n| Chapter 2 | [System Design](03_system/README.md)                    |\n| Chapter 3 | [Behavioral Question](04_bq/README.md)                  |\n| Chapter 4 | [Object Oriented Design](03_system/01_ood/README.md)    |\n\n### 数据科学家(分析)\n\n| Chapter   | Content                                                 |\n| --------- |---------------------------------------------------------|\n| Chapter 1 | [Statistical and Causal Inference](02_ml/00_ml_math.md) |\n| Chapter 2 | [ML Breadth / Depth](02_ml/README.md)                   |\n| Chapter 3 | [Product Sense](02_ml/97_product_sense.md)              |\n| Chapter 4 | [SQL](01_leetcode/99_SQL/README.md)                     |\n \n### 数据工程师\n\n| Chapter   | Content                                                 |\n|-----------|---------------------------------------------------------|\n| Chapter 1 | [Data Structures and Algorithms](01_leetcode/README.md) |\n| Chapter 2 | [SQL](01_leetcode/99_SQL/README.md)                     |\n| Chapter 3 | [Object Oriented Design](03_system/01_ood/README.md)    |\n| Chapter 4 | [Behavioral Question](04_bq/README.md)                  |\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Flongxingtan%2Fmachine-learning-interview","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Flongxingtan%2Fmachine-learning-interview","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Flongxingtan%2Fmachine-learning-interview/lists"}