Physical movement is one of the most engaging ways to interact with AI systems. Dancing with AI is a week-long workshop curriculum in which students conceptualize, design, build, and reflect on interactive physical-movement-based multimedia experiences. Students will learn to build interactive AI projects using two new Scratch Extension tools developed for this curriculum.

The goal of this curriculum is to engage students with interactive lessons and projects, and to have them think critically about AI and natural interaction. Throughout this course, students will have open-ended discussions on questions such as:

- How do we compare and contrast forms of representation?
- How do we interact with other humans vs. how do we interact with AI?
- What are forms of bias that can arise from improperly trained machine learning models, and how can we remediate those biases?
- What kind of projects can you create with interactive AI that will benefit your community?

These questions will allow students to reflect on their own abilities as consumers and creators of interactive AI, and have them think critically about the ways it can help and harm society.

This is a desktop application for visualization of data with convenient plotting functions. It is intended for educational/scientific use and teaching data analysis skills such as aggregation, merging data and getting statistics.
Though the program has a spreadsheet like interface, the focus is on data manipulation with very configurable 2D/3D plotting rather than data entry. Though basic cell editing and row/column changes are supported. The program is open source., licensed under the GPL.
This program is suitable for use by secondary school and third level students wishing to learn about data manipulation and advanced plotting.

This Page One Economics Data Primer describes the reasons data are revised and updated. More accurate data facilitate better decisionmaking.

Learn how FRED aggregates the latest data and ALFRED captures previous versions of the data.

This Page One Economics Data Primer describes the range of data units available in FRED, including their common use and interpretation, that help reveal the story behind the numbers.

The first video in our database lesson, part of the Introduction to Computer series.
This video looks at the basics of databases. We define database, as well as key terms to know.

Database Management Systems is the software that allows us to create and use a database. This video looks at the DBMS, their functions, some examples of popular software solutions and a quick look at Structured Query Language (SQL)

The database management software is the program used to create and mange the database. The database model is the architecture the DBMS used to store objects within that database.

Our final database video. This one looks at some odds and ends. We examine: Data Warehouse, Data Mining, Big Data. I also talk about the ethics of data mining from the NSA and CDC, and how they are different.

We also give out top picks for the lesson.

Links from Video:
•http://www.w3schools.com/sql/
•What is Database & SQL by Guru99 http://youtu.be/FR4QIeZaPeM
•What is a database http://youtu.be/t8jgX1f8kc4
•MySQL Database For Beginners https://www.udemy.com/mysql-database-for-beginners2/

This is a set of notes in the Information Technology subject. The central topic discussed is Database Management

The home of the U.S. Government’s open data. Here you will find data, tools, and resources to conduct research, develop web and mobile applications, design data visualizations, and more. Topics include Agriculture, Business, Climate, Education, Energy, Ecosystems, Manufacturing and more.

This resource was created by JoAnn Schmedding, in collaboration with Dawn DeTurk, Hannah Blomstedt, and Julie Albrecht, as part of ESU2's Integrating the Arts project. This project is a four year initiative focused on integrating arts into the core curriculum through teacher education, practice, and coaching.

This website guidance document describes the Debt Slapped project, produced by Consumer Education and Training Services. Debt Slapped provides videos and helpful resource links to help people smartly finance their education.  

Students will debug a Scratch project containing many bugs that they identified in Lesson 8, Debugging Mistakes (unplugged).

Learn how to debug in your webpages on Khan Academy using console.log() and the Chrome Developer Tools.

Review how the decimal number system works before diving into the binary number system. The decimal number system and binary number system work the same way; the only difference is what each digit represents (0-9 versus 0/1). Created by Pamela Fox.

***This resource is published by Cassie Kozyrhov.Cassie is Head of Decision Intelligence at Google and this is her video channel. It provides short video clips on stats, AI, data, and decision science. May serve as a supplemental resource.