Types of Machine Learning: Explained Simply
In this video, Antonio Alonso-Stepanov, an NCSSM Online AI teaching assistant, explains the three types of machine learning: supervised learning, unsupervised learning, and reinforcement learning. To give a more concrete explanation of unsupervised learning, k-means clustering is also explained in some detail. This video aligns to concept 3-A-i in the AI4K12 standards and is catered toward high schoolers in terms of assumed prior knowledge and example relevance. This video will be one among multiple covering AI4K12’s “Big Idea 3 – Learning” standards for grades 9-12, which can be found here: https://ai4k12.org/big-idea-3-overview/. The Artificial Intelligence for K-12 initiative (AI4K12) is developing national guidelines for AI education for K-12.
Here is the link to the interactive k-means clustering visualization mentioned in the video: https://www.naftaliharris.com/blog/vi...
Below is a list of images and videos used in this video.
Tesla Semi image: https://en.wikipedia.org/wiki/Tesla_S...
Social credit clip:
• Social Credit System Coming To China,...
Drone image: http://www.fletcherforum.org/the-rost...
K-means clustering visualization:
https://www.naftaliharris.com/blog/vi...
AI learning to play Super Mario World (MarI/O) clip:
• MarI/O - Machine Learning for Video G...
Robot learning to walk with reinforcement learning clip:
• Learning to Walk via Deep Reinforceme...
Shoes:
Yeezy Boost 350 V2 image:
https://www.flightclub.com/yeezy-boos...
Eminem Air Jordan 4 image:
https://www.flightclub.com/air-jordan...
Balenciaga Triple-S image:
https://hypebeast.com/2019/12/balenci...
Balenciaga Speed image:
https://www.balenciaga.com/en-us/spee...
Travis Scott Air Jordan 1 image:
https://stockx.com/air-jordan-1-retro...
Yeezy Foam Runner image:
https://www.flightclub.com/foam-runne...
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Please attribute this work as being created by the North Carolina School of Science and Mathematics. This work is licensed under creative commons CC-BY-NC-SA http://creativecommons.org/licenses/b...
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