KenYew / YME-Python-Workshop

This is a repository containing workshop materials for the Young Malaysian Engineers (YME) Society Python workshop. It will be a 2-day event consisting of Introduction to Python workshop followed by Data Science with Machine Learning workshop.

YME: Python Workshop

Date: 8th and 9th February, 2020

Author: Ken Yew Piong

This is a repository containing workshop materials for the Young Malaysian Engineers (YME) Society Python workshop. It will be a 2-day event consisting of Introduction to Python workshop followed by Data Science with Machine Learning workshop.

Day 1: Introduction to Python Workshop

1-intro-to-python.ipynb notebook features the following chapters:

• Chapter 1: Variables and Data Types
• Chapter 2: Lists
• Chapter 3: Conditional Statements
• Chapter 4: For Loops
• Chapter 5: Dictionaries
• Chapter 6: While Loops
• Chapter 7: Functions
• Chapter 8: Methods

Day 2: Data Science with Machine Learning Workshop

2-data-science-with-ml.ipynb notebook features the following chapters:

• Chapter 1: The NumPy library
• Chapter 2: The Matplotlib library

3-eda-ml-titanic.ipynb notebook features the following chapters:

• Intro: Data Science and Machine Learning Project Workflow
• Chapter 1: Quick Overview of the Data
• Chapter 2: Data Wrangling and Analysis with Pandas and Seaborn
• Chapter 3: Data Visualisation with Matplotlib
• Chapter 4: Feature Engineering with Pandas
• Chapter 5: Machine Learning with Scikit-Learn