书名：Data Science Interview: Prep for SQL, Panda, Python, R Language, Machine Learning, DBMS and RDBMS – And More – The Full Data Scientist Interview Handbook
编者：ACE PREP, DSI
语言：英语
ISBN：9781915002105
目录：
Introduction
        Meaning of Data Science
        Background Interview Questions and Solutions
        Careers in Data Science
CHAPTER 1: Mastering the Basics
        Statistics
        Probability
        Linear Algebra
CHAPTER 2: Python
        Interview Questions in Python
CHAPTER 3: Panda
        Numpy Interview Questions
CHAPTER 4: Machine Learning
        PCA Interview Questions
        Curse of Dimensionality
        Support Vector Machine (SVM)
        Overfitting and Underfitting
CHAPTER 5: R Language
        CSV files in R Programming
        Confusion Matrix
        RandomForest in R
        K-MEANS Clustering
CHAPTER 6: SQL
        DBMS and RDBMS
        RDBMS
        MYSQL
        Unique Constraints
        Clustered and Non-Clustered Indexes
        Data Integrity
        SQL Cursor
CHAPTER 7: Data Wrangling
        Data Visualization
CHAPTER 8: Data Science Interview Extra
        Extra Interview Questions
        Interview Questions on Technical Abilities
        Interview on Personal Concerns
        Interview Questions on Communication and Leadership
        Behavioral Interview Questions
        Interview Questions Top Companies
Conclusion



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