We often tell students to “study hard,” but how does a machine study? This is the world of Machine Learning (ML). In professional circles, ML is defined as the use of algorithms that improve automatically through experience. For a school leader or parent, it\u2019s helpful to think of this as “teaching by example” rather than “teaching by rules.”<\/p>\n\n\n\n
\u200bThere are three primary “classrooms” for AI:<\/p>\n\n\n\n
\u200bSupervised Learning: This is like a teacher-led classroom. The AI is given labeled data (e.g., “This is a photo of a bridge; this is not”). The AI learns to associate labels with features.<\/p>\n\n\n\n
\u200bUnsupervised Learning: This is like a playground. The AI is given a mess of data and told to “find what’s interesting.” It might group items by color, shape, or size without being told what they are.<\/p>\n\n\n\n
\u200bReinforcement Learning: This is like a video game. The AI tries a task, fails, tries again, and gets a “reward” when it succeeds. Over millions of repetitions, it becomes a master.<\/p>\n\n\n\n
\u200bUnderstanding this process helps students realize that AI is not magical; it is mathematical. It relies on Trial and Error. When a student sees an AI make a mistake, they shouldn’t think the computer is “broken.” Instead, they should see it as a student who hasn’t had enough “practice” yet. This builds a growth mindset in the human student as they realize that even the most advanced tech in the world needs time to learn.<\/p>\n\n\n\n
\u200bPro-Tip for Educators<\/em><\/strong>: Use “Teachable Machine” by Google in the classroom to let students see this training process in real-time.<\/p>\n\n\n\n Discussion Question<\/em><\/strong>: * How is the way an AI learns to play a game different from the way you learn to play a game?<\/p>\n","protected":false},"excerpt":{"rendered":" We often tell students to “study hard,” but how does a machine study? This is the world of Machine Learning (ML). In professional circles, ML is defined as the use of algorithms that improve automatically through experience. For a school leader or parent, it\u2019s helpful to think of this as “teaching by example” rather than […]<\/p>\n","protected":false},"author":1,"featured_media":39,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[2],"tags":[],"class_list":["post-38","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai-education"],"_links":{"self":[{"href":"https:\/\/suryavardhanventures.in\/ai-kids-academy\/wp-json\/wp\/v2\/posts\/38","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/suryavardhanventures.in\/ai-kids-academy\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/suryavardhanventures.in\/ai-kids-academy\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/suryavardhanventures.in\/ai-kids-academy\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/suryavardhanventures.in\/ai-kids-academy\/wp-json\/wp\/v2\/comments?post=38"}],"version-history":[{"count":1,"href":"https:\/\/suryavardhanventures.in\/ai-kids-academy\/wp-json\/wp\/v2\/posts\/38\/revisions"}],"predecessor-version":[{"id":40,"href":"https:\/\/suryavardhanventures.in\/ai-kids-academy\/wp-json\/wp\/v2\/posts\/38\/revisions\/40"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/suryavardhanventures.in\/ai-kids-academy\/wp-json\/wp\/v2\/media\/39"}],"wp:attachment":[{"href":"https:\/\/suryavardhanventures.in\/ai-kids-academy\/wp-json\/wp\/v2\/media?parent=38"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/suryavardhanventures.in\/ai-kids-academy\/wp-json\/wp\/v2\/categories?post=38"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/suryavardhanventures.in\/ai-kids-academy\/wp-json\/wp\/v2\/tags?post=38"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}