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Database Systems Concepts & Design
Database concepts
Database models
Database management
Intro to Relational Databases
Data and tables
Elements of SQL
Python DB-API
Deeper into SQL
SQL for Data Analysis
SQL basics
SQL joins
SQL aggregations
Subqueries and temp tables
SQL data cleansing
Window functions
Intro to Statistics
Visualizing relationships in data
Probability
Estimation
Outliers and normal distribution
Inference
Regression
Statistics
Introduction to statistics and methods
Describing data
Normal distribution analysis
Foundations of inferential statistics
Comparing means
Correlation, regression and non-parametrics
Data Analysis and Visualization
Programming in R
Data analysis
Regression
Data Analysis with R
What is exploratory data analysis (EDA)?
R basics
Explore one variable
Explore two variables
Explore many variables
Diamonds and price prediction
Data Visualization in Tableau
Data visualization fundamentals
Design principles
Creating visualizations with Tableau
Telling stories with Tableau
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