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/visualizing-k-means-clustering/ Below is a list of images and videos used in this video. Tesla Semi image: https://en.wikipedia.org/wiki/Tesla_Semi#/media/File:The_Tesla_Semi_Truck_(40705940423).jpg Social credit clip: https://youtu.be/NOk27I2EBac Drone image: http://www.fletcherforum.org/the-rostrum/2019/3/10/the-challenges-of-using-artificial-intelligence-on-lethal-autonomous-weapons-systems K-means clustering visualization: https://www.naftaliharris.com/blog/visualizing-k-means-clustering/ AI learning to play Super Mario World (MarI/O) clip: https://youtu.be/qv6UVOQ0F44 Robot learning to walk with reinforcement learning clip: https://youtu.be/n2gE7n11h1Y Shoes: Yeezy Boost 350 V2 image: https://www.flightclub.com/yeezy-boost-350-v2-grey-borang-dgsogr-802389 Eminem Air Jordan 4 image: https://www.flightclub.com/air-jordan-4-retro-blk-chrome-white-012355 Balenciaga Triple-S image: https://hypebeast.com/2019/12/balenciaga-triple-s-beige-off-white-clear-sole-colorway-release-info Balenciaga Speed image: https://www.balenciaga.com/en-us/speed-recycled-sneaker-black-white-645056W2DBQ1015.html Travis Scott Air Jordan 1 image: https://stockx.com/air-jordan-1-retro-high-travis-scott Yeezy Foam Runner image: https://www.flightclub.com/foam-runner-etham-fy4567 NCSSM, a publicly funded high school in North Carolina, provides exciting, high-level STEM learning opportunities. If you appreciate this video, please consider making a tax-deductible donation to the NCSSM Foundation. Thank you! https://www.ncssm.edu/donate 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/by-nc-sa/4.0/