DATA6000: Machine Learning and AI Applications

Explore cutting-edge machine learning algorithms and artificial intelligence techniques with hands-on applications in real-world scenarios across various domains.

01

Introduction to Machine Learning

January 10 - January 16, 2025

Welcome to the first week of DATA6000! This week provides an overview of machine learning concepts, paradigms, and applications.

Course Materials

Slide content

Complete course overview and expectations

Lecture Slides

Introduction to ML concepts and taxonomy

Lecture Recording

Week 1 full lecture (95 minutes)

Assignments & Labs

Assignment #1

ML problem formulation exercise

Python Setup

Environment setup guide for the course

Lab Notebook

Simple ML examples to get started

04

SPAR

January 31 - February 6, 2025

All guides for predictive analysis.

Course Materials

Lecture Slides

SPARS technique

Orange Instruction

How to use Orange to answer questions

02

Business Analytics Processes

January 17 - January 23, 2025

This week explores the fundamental processes of business analytics and how they can be applied to extract actionable insights from data in real-world scenarios.

Dataset & Resources

Business Analytics Dataset

Excel dataset for this week's exercises and assignments

Business Analytics Dataset

Excel dataset for this week's exercises and assignments

Resources>

Comprehensive visualization types and use cases

Types of Data Analysis

Harvard Business School guide to analytical approaches

Tutorial & Assignments

Tableau Tutorial

Complete guide to data visualization with Tableau

Assignment #2

PENDING- ONLY PROVIDE AFTER CLASS

Lecture Slides

Business analytics frameworks and methodologies

Case Study

Real-world application of business analytics processes

03

Formulation of business problem

April Fool

Learn to create business problems and questions properly.

Dataset & Resources

Worksheet for today activity

Worksheet for today activity

Lecture Slides

My Slide

Tutorial & Assignments

Solution

In class exercise with Tableau

05

Tabluea + Orange Practice

April Fool

Advanced Orange + Tableau.

Dataset & Resources

Business Analytics Startup Dataset

Excel dataset for this week's exercises and assignments

Lecture Slides

VINE + MAP

Orange Instruction

Tableau Advance

In class exercise with Tableau

06

Peer Consultation

Bonjour

Greenrail exercise.

Dataset & Resources

Lecture Slides

Content for W6

Exercise Sheet

Tableau for Exploratory and Orange for Predictive

Tutorial Tableau

Tableau Advance

In class exercise with Tableau

07

Presentation Checklist

February 28 - March 6, 2025

Presentation preparation resources.

Resources

Checklist for presentation

In class exercise

Slide For Week 7

Slide For Week 7

09

Python Basics

March 14 - March 20, 2025

Python programming fundamentals for data analysis.

Learning Resources

DATASET

In class exercise

Not Available

N/A

08

Week 8 Content

March 7 - March 13, 2025

Content for Week 8 will be available soon.

10

Medical Data Analysis

March 21 - March 27, 2025

Analysis of medical datasets and ATE (Average Treatment Effect).

Dataset & Resources

Dataset

Health Dataset

Python Script for ATE

In class exercise

Quiz Question

In class exercise

11

Pitch Guideline

March 21 - March 27, 2025

Prepare for your pitch and dataset here DATA

Guidance

Pitch Guidance

DATA6000 Guidance

Practice Datasets

Coffee and SaSS datasets

Slide Sample

Simple slide sample

12

Week 12 Content

April 4 - April 10, 2025

Content for Week 12 will be available soon.