1. Module 1: Fundamentals of Data & AI

• Quiz 1: Key Concepts in Data Science and AI
• Quiz 2: Use cases of Datascience AI

1. Module 2: Introduction to Statistical Concepts

1. Module 1: Python Basics

• Module 1 Quiz: Python Basics

1. Module 2: Python Pandas

• Module 2 Quiz: Python Pandas

1. Module 3: Visualisations
   1. Module 3 Quiz: Visualisations
2. Module 3: Upload Assignment – Programming with Python

1. Module 1: Regression and Scikit-learn
   1. Module 1 Quiz: Regression and Scikit-learn

1. Module 2: Classification
   1. Module 2 Quiz: Classification

1. Module 3: Time series, unsupervised models, deep learning
2. Module 3: Upload Assignment – Machine Learning with Python

1. Module 1: Introduction to Deep Learning with PyTorch

1. Module 2: Deep Learning: Training & Optimizing Neural Networks

1. Module 3: Deep Learning Project
2. Module 3: Upload Assignment – Deep Learning with Python

1. Module 1: Understanding AI & Its Impact

1. Module 2: AI, Compliance & Governance in Practice

1. Module 3: Final Assignment - AI Literacy
2. Module 3: Upload Assignment - AI Literacy

1. 3a. Final assignment - Data files
2. 3b. Final assignment - Python script