DATA2001 - HD Comprehensive Notes

Description

33 pages of comprehensive theory notes that contain the key information from lectures, tutorials, and additional assigned readings. 10 extra pages of extensive SQL information. This is extremely useful to reference. I used it even after the subject in a data science internship. These notes helped me do well on the exams and assignments, as well as conceptually understand the topics very well. I continue to refer to these notes on extra projects outside of uni work. Topics Covered In Theory Notes: - Data Exploration with Python - Accessing Data in RDMBS with SQL - Declarative Data Analysis - Indexing and Data Partitioning - Scraping Web Data - Semi Structured Data and Web Services - Text Data Processing - GeoSpatial Data - Time Series Data - Image Data Processing - Big Data Some Topics Covered in Additional SQL Notes: - Filtering and Summarising - Transforming - Joins - Dealing with Incomplete Data - Sub Queries