Schedule

1

8/31

• The instructor, the outline, classroom conduct, academic integrity, attendance, and grading policy.

• Different Views and Approaches to AI
• AI vs ML vs DL
• AI in Industry
• AI in Enterprise

• Chapter 1 – What is Artificial Intelligence (AI)?
• Chapter 2- Tasks AI can solve

2

9/7

• Ingredients to AI-driven organizations
• Best practices for AI democratization

• Chapter 3 – Harnessing AI in Organizations
• Chapter 4- The human side of AI

3

9/14

ChatGPT and Generative AI

• What can ChatGPT do?
• Enabling people to use GenAI
• Legal and ethical considerations

• Chapter 1 – Interacting with ChatGPT
• Chapter 2- Adopting ChatGPT

4

9/21

EXAM I (Module I)

Introduction to Supervised Learning

• Regression

• Classification

• Chapter 1 – What is Machine Learning?
• Chapter 2- Machine Learning Models

5

9/28

Introduction to Unsupervised Learning

• Clustering with K-Means

• Chapter 3- Deep Learning

6

10/5

• Neural Networks

• Chapter 3- Deep Learning

7

10/12

Natural Language Processing

• Chapter 1- Introduction to Large Language Models (LLM)
• Chapter 2 – Building Blocks of LLMs

8

10/19

• Chapter 3- Training Methodology and Techniques
• Chapter 4 – Concerns and Considerations

9

10/26

Neural Networks: Representation

• Non-linear Hypotheses
• Neurons and the Brain
• Model Representation
• Example and Intuition
• Multiclass Classification

• Chapter 1- Introduction to Generative AI
• Chapter 2- 
  Developing Generative AI Models

10

11/2

• Learning Cost Function
• Backpropagation Algorithm
• Backpropagation Intuition

• Chapter 1- Introduction to Generative AI
• Chapter 2- 
  Developing Generative AI Models

11

11/9

• Q-Learning
• Deep Reinforcement Learning
• Policies and Learning Algorithms

• Chapter 3- Using AI Models and Generated Content Responsibly
• Chapter 4- 
  Getting Ready for the Age of Generative AI

12

11/16

• Applying Logistic Regression and SVM
• Loss function

• Chapter 1- Approaching AI Ethics

13

11/23**

14

11/30

EXAM IV (Module III) 

Final Project

15

12/7

16

12/14