Programming for Data Science with Python by Udacity
Learn programming skills needed to uncover patterns and insights in large data sets, running queries with relational databases and working with Unix shell and Git.
Skills you will learn!
Curriculum
4 Topics
Welcome to the Nanodegree
Getting Help
Get Help with Your Account
The Life of a Data Scientist
8 Topics
Basic SQL
SQL Joins
SQL Aggregations
SQL Subqueries & Temporary Tables
SQL Data Cleaning
SQL Window Functions
SQL Advanced JOINS & Performance Tuning
Project: Investigate a Relational Database
1 Topic
Shell Workshop
10 Topics
Why Python Programming
Data Types and Operators
Data Structures in Python
Control Flow
Functions
Scripting
NumPy
Pandas
Advanced Topics
Explore US Bikeshare Data
6 Topics
What is Version Control
Create a Git Repo
Commits Tags Conflicts
Remotes and Developer Repos
Writing READMEs for Repos
Project: Post Your Work on GitHub
1 Topic
Congratulations!
6 Topics
Descriptive Statistics - Part I
Descriptive Statistics - Part 11
Spreadsheets 1: Getting Started
Spreadsheets 2: Manipulate Data
Spreadsheets 3: Analyze Data
Spreadsheets 4: Visualize Data
4 Topics
Data Visualization Fundamentals
Design Principles
Creating Visualizations in Tableau
Telling Stories with Tableau
4 Topics
HTML Syntax
HTML Syntax Problem Set
CSS Syntax
CSS Syntax Problem Set
Programming for Data Science with Python
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