CE880 University of Essex: 2022-2023

Supervised by Haider Raza

Table of Contents

1. [week 1: Introduction to Data Science]
2. [week 2: Being a Data Scientist]
3. [week 3: Data Exploration: Exploratory Data Analysis]
4. [week 4: Data Exploration: Clustering and Dimensionality Reduction]
5. [week 5: Introduction to Machine Learning]
6. [week 6: Evaluation Metrics and Hypothesis Testing]
7. [week 7: Decision Tree and Ensemble Learning]
8. [week 9: Explainable AI]

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Important Packages

NumPy

1. http://cs231n.github.io/python-numpy-tutorial/
2. https://numpy.org/devdocs/user/quickstart.html
3. https://www.geeksforgeeks.org/python-numpy/

Matplotlib

1. https://matplotlib.org/tutorials/introductory/pyplot.html
2. https://www.tutorialspoint.com/matplotlib/index.htm
3. https://github.com/rougier/matplotlib-tutorial

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list of cheatsheets:

1. Numpy: PDF
2. Matplotlib: PDF
3. Pandas: PDF 1, PDF 2