Organizations with resources:

• The American Statistical Association provides an extensive list of educational resources and articles for k-12 instruction

• The Census Bureau’s web page has many lessons and educational resources for statistical exploration and analysis.

Introductory classroom materials for data analytics:

• Bootstrap’s data science course is a free resource with 9 units. It contains lesson plans, student workbooks and a Pyret editor for coding practice.

• Data Science Kids Academy has a free online comprehensive introduction to data science course that is suitable for advanced middle school or high school students.

• UCLA’s Introduction to Data Science curriculum give complete lessons and labs for an excellent overview of important principles in programming and statistics.

Materials for introducing machine learning concepts:

• Machine Learning for Kids introduces basic concepts in a fun interactive item and image recognition program. There are plenty of lesson ideas and hands-on activities as well.

• Cars.com Technology uses Google’s AutoML Vision to teach students how image classification in machine learning works.