COMP 333 Introduction to Data Analytics
Fall 2022: Lectures
Lecture Schedule
Tentative, Work in Progress - very much subject to change.
READ the things marked READ.
The other material is supplementary to the lecture, if you need it.
And some is still To-COME.
- Week 1: Introduction
Questionnaire
Welcome READ
Data Analytics in a Nutshell READ
Course Outline READ
Guide to COMP 333 READ
- Week 2: Examples
Welcome READ
Example 1 - Restaurant Tipping
READ
slides
wikipedia
Example 2 - OECD International Student Assessment
READ
video
Example 3 - Titanic Survival
READ
article
Jupyter notebook
video
Recap READ
- Week 3: Descriptive Data Analysis
Welcome READ
scipy Descriptive Statistics
READ
article
Types of Data
READ
article
Basic Plotting
READ
article
Descriptive Data Analysis
READ
slides
Recap
READ
- Week 4: Descriptive Data Analysis: Data
Welcome READ
Numerical Data
READ
slides
slides
Structured and Unstructured Data
READ
Metadata, Self-Descriptive Data, Data Formats
READ
pandas Dataframes
READ
slides
notes
Tidy Data
READ
article
Recap
READ
- Week 5: Data Warehousing
Welcome
READ
READ
(Introduction to Data Warehousing,
Chapter 1 of Data Warehouse Design: Modern Principles and Methodologies, 2009,
by Matteo Golfarelli and Stefano Rizzi)
Databases, Data Warehouses, Data Marts, Dashboards
READ
video
ETL (Extract-Transform-Load)
READ
Data Cubes and OLAP
READ
Business Intelligence (BI)
READ
video-BI
article-Walmart
article-Walmart
article-Amazon
Recap
READ
- Week 6: Data Wrangling
Welcome READ
Data Wrangling Example
READ
video
Data Wrangling Process
READ
- Week 7: Data Wrangling: Data Cleaning
Welcome READ
Data Cleaning
READ
article
Missing Values
READ
Unification
READ
Entity Resolution
READ
slides
article
OpenRefine Examples
READ
video 1
video 2
video 3
Recap
READ
- Week 8: Exploratory Data Analysis
Welcome READ
A Gentle Introduction to EDA
EDA Process
READ
slides
Principal Component Analysis (PCA)
article
video (SVD)
video (PCA)
video (PCA-Python)
Clustering
READ (Skiena Lecture 20 3-6)
article
article
- Week 9: Exploratory Data Analysis
Welcome READ
Feature Engineering
READ
slides
article
video
Models: Regression, Classification, Prediction, Simulation
READ
slides
article
video
Regression
article
Classification
article
Prediction
article
Simulation
article
article
Recap
READ
- Week 10: Introduction to Machine Learning
Welcome READ
slides
ML Example 1: Decision Tree
READ
article
ML Example 2: Process and Evaluation
READ
article
Machine Learning Introduction
READ
article
video What is ML(00:00-39:49)
- Week 11: Introduction to Machine Learning
Welcome READ
Machine Learning Process
READ
article
article (cross-validation)
Some ML Algorithms
READ
article
Guidelines
cheatsheet
cheatsheet
Recap
READ
- Week 12: Story Telling and Visualization
Welcome READ
Story Telling
slides-READ
article
article
video
Link changes:
McNulty article
Visualization
slides-READ
article
article
video
- Week 13: Other
Welcome READ
Correlation is not Causation
article
article
Confounding Variables
article+video
Threats to Validity
article
article
Deployment and Big Data Infrastructure
article
Recap
READ
article+video
Last modified on 07 September 2022 by gregb@cse.concordia.ca