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IST356

Course Info

IST356: Programming Techniques for Data Analytics

0 - Intro & Setup

IST356 Course Setup
Dev Container Prerequisites — Installation Guide
Course Repository Walkthrough
Git and GitHub Diagram and Terms

1 - Python

Python 1-1
Python 1-2
Python 1-3
Python 1-4

2 - UI (Streamlit)

UI 2-1
UI 2-2

3 - Data (pandas)

Data 3-1 Pandas Basics
Data 3-2 Pandas I/O
Data 3-3 Multiple Pandas Dataframes
Data 3-4 Pandas Iterations and lambdas
Data 3-5 Reshaping Dataframes
Data 3-6 String and Date Formatting

4 - APIs (FastAPI)

API 4-1: REST API’s
API 4-2: REST APIs
API 4-3: REST APIs
API 4-4: REST APIs

5 - Web Scraping

5-1: Web Scraping - Introduction
5-2: More Scraping + actionability
5-3 Crawling and scraping techniques
5-4 Web Scraping Challenege

6 - Visualization

6-1: Visualizations
6-1: Visualizations
6-3: Visualizations: maps
6-4 Visualizations

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By Michael Fudge

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