DS 101 - Intro to Python for Data Science

In this class we will cover the necessary concepts to kickstart your data science journey. The course will center around the fundamentals of the Python Programming Language while introducing the most relevant Python libraries for manipulating and visualizing data.


Course Details:

Python Fundamentals

Variables

Data Structures

Logic

Loops

Functions

Working with File System

Object Oriented Programming (OOP)

Loading and Saving Data

Programming Fundamentals

git

Environment Fundamentals

Jupyter Notebooks

Project Architecture

Cloud 9

Data Science Fundamentals

Numpy

Pandas

Matplotlib and Seaborn (Standard Visualizations)

Plotly w/ cufflinks (Interactive Visualizations)

Discussions about Foundational Concepts in Data Science

Statistics

Linear Algebra

Calculus