The repo contains three practicums for the 'Collect, Store, Retrieve, Analyze Data' course in Data Analysis.
- Practicum 3: NYC Taxis tips incentive (R, CRISP-DM, Exploratory Data Analysis, Data Preparation, Machine Learing)
- Practicum 2: Hospital Nursing Intervention Pilot Program (SQL, R, Data Analysis)
- Practicum 1: Data loading, parsing, shaping, and exploration (R)
Course Module
- Loading Files & Building the BAT
- Shaping & Transforming Data
- Processing Text, Dates, and Times
- Organizing Data: Relational (tidy) and Hierarchical (XML)
- Retrieving Data from Relational Databases
- Collecting Data from Web Scraping & APIs
- Building the Analytics Store
- Forecasting Future Values
- Building Causal Predictive Models
- Machine Learning with kNN