Sandbox

Python is a high-level, interpreted programming language known for its simplicity and readability. It's widely used in various fields, from web development to data science and artificial intelligence.

Setting up your environment

• Install and setup Anaconda
• Setting up Jupyter Lab

Starting with Python basics

• Conditions
• Loops
• Lists, Tuples, Sets, and Dictionaries
• Exceptions
• Functions
• Classes
• Objects
• Types, Expressions, and Variables

Doing some math with Python

• Mathematical Functions in Python
• Modelling Initial Value Problems

Handling data in Python

• Introduction to Pandas
• Data Inspection
• Missing values
• Reading and Writing

Statistics with Python

• Binomial Distribution
• Bootstrapping
• Correlations
• Decision Trees
• Factor Analysis
• Linear Regression
• Multiple Regression
• Outlier Detection
• Poisson Distribution
• Regression, Correlation, and Ordinary Least Squares Estimator

Data Visualization

• Scatterplots
• Time Series Data

Machine Learning

• Data Encoding

Data Engineering

• Web Scraping

Use of API Cloud computing

Data Storytelling

• How to Lie with Statistics

Project Management in Python

• Code Manteinance
• Git and Github
• Data Version Control
• Multi-Criteria Decision Making
• Object Relational Mapping
• Structured Query Language (SQL)