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

  • Courses listed below are freeā€¦

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


Table of Contents