Notebook exercise

Simple concepts of Python in a Jupyter Notebook

Lecture Slides

AI and Programming

Workshop Slide

Understand Types of Learning.

Inclass Practice - McDonald's Dataset

Dataset for mcdonald's case study.

Lecture Content

Modified powerpoint slide deck with detailed explaination.

Notebook for LightGBM

For LightGBM.

Notebook for NeuralProphet

For NeuralProphet

Illustration of LightGBM

I tried my best to draw this animation.

Illustration of NeuralProphet

I tried my best to draw this animation.

In-class dataset

Dataset on lazy students' performance.

Decision Tree Notebook

Test lazy students on how to use Python

Lecture Content

Modified powerpoint slide deck with detailed explaination.

Notebook for Modelling

For conventional model training

Notebook for TFT

For TFT

Notebook for NeuralNetwork

For TFT

Illustration of TFT

I tried my best to draw this animation.

Neural Network Tutorial

Test lazy students on how to use Python

Transformer illustration

Visualize the idea of transformer

SCM Illustration

Problem Set #6

Quiz 25 mins.

Lecture Recording

Video recording of Week 6 lecture (100 minutes).

R Code Examples

Example code implementing mixed-effects models in R.

Research Papers

Selected research papers demonstrating applications of mixed models.

Case Study Dataset

Hierarchical dataset for practice and analysis.

Lecture Slides

Content Slide

Week 5 Quiz

Test your understanding of causal inference concepts.

Week 5 Notebook

Notebook for YOLO implementation.

Webinar 1

Webinar 1 recording

Transformer Explained

Study is the only way to succeed in life.

Gen AI Slide

Dont steal my works.

Quiz

Try to do it.

Prompt Engineering Slide

Prompt Engineering Slide.

Dataset

Tele Churn Dataset

Practice Exercise

Try to do it.

Assessment Guidelines

Detailed instructions for the group presentation assessment.

LLM Explained

Study is the only way to succeed in life.

Quiz and Case Study

Try to do it.

Notebook

Collab with Ollama

LLM Content Slide

Study is the only way to succeed in life.

Cosine Similarity

Try to do it.

RAG Explained

Try to do it.

Notebook

Collab with Ollama

Slide content

Advanced techniques and applications of Large Language Models.