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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

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LongxingTan/Machine-learning-interview

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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/

📖 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
Chapter 2 ML Breadth / Depth
Chapter 3 ML System Design
Chapter 4 Behavioral Question

软件工程师 / 开发工程师

Chapter Content
Chapter 1 Data Structures and Algorithms
Chapter 2 System Design
Chapter 3 Behavioral Question
Chapter 4 Object Oriented Design

数据科学家(分析)

Chapter Content
Chapter 1 Statistical and Causal Inference
Chapter 2 ML Breadth / Depth
Chapter 3 Product Sense
Chapter 4 SQL

数据工程师

Chapter Content
Chapter 1 Data Structures and Algorithms
Chapter 2 SQL
Chapter 3 Object Oriented Design
Chapter 4 Behavioral Question

Packages

No packages published

Contributors 2

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