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  • Udacity = online on-demand courses (free and paid)

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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