Basic Data Science Course - sandiegodata/PDP-Curriculum GitHub Wiki

Major Topics:

• Data Science Process, Data Analysis Process

• Data exploration with Tableau

• Python & Pandas

• Basic Statistics

• Working with public data. Demographics

• Supervised learning: regression, linear, logit and probit

• Unsupervised learning: k-Means clustering

• Text Processing

Data Sources

• Stanford social media datasets
• Twitter Dataset
• Common Crawl
• Google n-Gram
• PUMS in RFF

Online Courses

• Online courses ranked by a data scientist
• Harvard's CS109
• Udemy's highly rated Data Science A-Z