Intermediate Data Science

Learn linear regression and regression trees, two of the most fundamental machine learning algorithms for prediction and data interpretation.

Intermediate

Course Summary

Welcome to Intermediate Data Science. This course builds upon the foundation laid out in Let's Learn Data Science with Python!.

Data science heavily relies on statistics, and while we kept our use of it to a minimum in the beginner course, we will start slowly incorporating it in this intermediate course to explain concepts as we go along.

Digi Cafe courses are built around the following three pillars:

• User-friendly textbook: Courses are designed as user-friendly as possible, and are text-based so it is easier for a student to find and review material.
• Interactive code: Code editors that can be run in the browser are spread throughout lessons to get hands-on experience learning the programming language.
• Community: If you have any questions or just want to engage in discussion on the course material, you may join the Digi Cafe Discord community where we have a chat room for each programming language.

Learning Goals

Here is exactly what we will cover in this course: