Data & AI
Data Science for Beginners
A practical curriculum on data visualization, statistics and machine learning fundamentals.
9 lessons12 minBeginner
Overview
A practical curriculum on data visualization, statistics and machine learning fundamentals.
- 9 lessons
- 12 min
- Beginner
Curriculum
3 modules
- 1
Working with data
- Data, machine learning and AI8 min
- Cleaning and preparing data10 min
- Ethics in data science8 min
- 2
Analyzing and visualizing
- Statistics for beginners10 min
- Visualizing with charts and dashboards9 min
- Finding patterns in data9 min
- 3
Intro to machine learning
Includes hands-on lab- Regression and classification9 min
- Clustering and other unsupervised methods9 min
- Lab: build a small data pipeline15 min
Open sources & licenses
This curriculum is an original outline informed by these openly-licensed resources.