Computers perceive the world using sensors.

Activities for All Ages:

• Lip Sync with YouTube: https://lipsync.withyoutube.com/

• Google Teachable Machine: https://teachablemachine.withgoogle.com/

• Program an AI Robot (Cozmo!): https://calypso-robotics.com/

Activities for Elementary Learners:

• Conduct an Orchestra: https://semiconductor.withgoogle.com/

Agents maintain representations of the world and use them for reasoning.

Activities for All Ages:

• Make Photorealistic Art with NVIDIA GauGAN: http://nvidia-research-mingyuliu.com/gaugan/

• Predict the Future with Akinator: https://en.akinator.com/

• Google Quick, Draw! https://quickdraw.withgoogle.com/

Activities for Middle Grades and Up:

• Scratch Machine Learning Tutorials: https://machinelearningforkids.co.uk/#!/worksheets

Computers can learn from data.

Activities for Elementary & Middle School:

• AI for Oceans: https://code.org/oceans

Activities for Middle Grades and Up:

• Scratch Machine Learning Tutorials: https://machinelearningforkids.co.uk/#!/worksheets

Intelligent agents require many kinds of knowledge to interact naturally with humans.

Activities for Elementary & Middle School:

• Codelab Cognimates AI Coding: https://codelab.cognimates.me/

Activities for Middle Grades and Up:

• Create an AI Therapy Bot: https://appinventor.mit.edu/explore/resources/ai/therapist-bot

Activities for All Ages:

• Mystery Animal with Google: https://mysteryanimal.withgoogle.com/

• Music Mix Lab with Google: https://mixlab.withgoogle.com/

AI can impact society in both positive and negative ways.

Activities for Elementary & Middle School:

• AI for Oceans: https://code.org/oceans

Activities for Middle Grades and Up:

• Survivial of the Best Fit: https://www.survivalofthebestfit.com/game/