Data Driven World Notes

Week 01: Python Revision and Sorting Algorithm

Notes:

• Bubble Sort and Insertion Sort

Week 02: Analysing Programs

Notes:

• Binary Heap and Heapsort
• Analysing Computation Time

Week 03: Divide and Conquer

Notes:

• Divide and Conquer
• Merge Sort

Week 04: Object-Oriented Paradigm

Notes:

• Object Oriented Programming
• Linear Data Structures

Week 05: Searching Data

Notes:

• Introduction to Graph
• Graph Search

Week 06: Inheritance and Object-Oriented Design

Notes:

• Inheritance and Abstract Base Class
• Fixed-Size Array and Linked List

Week 08: Visualizing and Processing Data

Notes:

• Working With Data
• Creating Plots using Matplotlib and Seaborn

Week 09: Modeling Continuous Data

Notes:

• Linear Regression
• Multiple Linear Regression

Week 10: Classifying Categorical Data

Notes:

• Logistic Regression
• Confusion Matrix and Metrics

Week 12: Design of State Machines

• State Machine
• SM Abstract Class
• State Space Search

Contributors

These notes and problem sets were prepared by Oka Kurniawan, Zachary Teo Wei Jie, and Amanda Kosim.