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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