Data Driven World Notes

Notes for Data Driven World

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
• Stack and Queues

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

Preparing notes

First, setup the required libraries.

You will need to install wkhtmltopdf.

pip install -r requirements.txt

You might need to give permissions to run the bash script

chmod a+x convert_to_html.sh

Finally, run ./convert_to_html.sh

This should create an outputs directory with both the html files and the pdf. If the pdf conversion takes too long, feel free to open the html file in your browser and save accordingly.

Contributors

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