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What is Regression Problem? (No Formulas!)

IntuitionWorks

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What is Regression Problem? (No Formulas!)

26 просмотров · 14 часов назад
IntuitionWorks
26 просмотров · 14 часов назад
Machine Learning | Statistical Learning | Regression Do you actually understand what a regression problem is? This video is here for you to visualize one of the most fundamental concepts in machine learning, artificial intelligence and statistics. If you've ever wondered how a machine predicts numeric outcomes, this video is designed to help you understand the idea intuitively, without diving into complicated regression machine learning algorithms and formulas. In this video, the regression problem is explained intuitively through an original story set inside Galton's Measurement Lab, where Kömür tries to predict exactly how many grams of food her kittens will need each day. Using this simple story, you'll learn how independent variables become features, how a machine develops a mathematical function from data, and how that function predicts a measurable numerical value for completely new observations. You'll also discover why this idea is called regression, and briefly learn where the term comes from in statistics. Then we connect the story to real-world applications, including electricity demand forecasting and house price prediction. Finally, we list some of the most widely used regression machine learning algorithms, including Linear Regression, Ridge Regression, Logistic Regression, Lasso Regression and several other popular approaches. Whether you're a student, a researcher, or simply curious about artificial intelligence, statistics, or regression analysis, this lesson will help you build a strong intuition while enjoying another adventure through the hidden corners of Istanbul. Topics Covered: Regression explained How does a machine predict numeric results Regression in real life ......................... 00:00 Intro 01:11 Meet Kömür 01:51 Inside Galton's Measurement Lab 02:57 Concept Intuition 04:32 Regression Explained 07:19 Leave a Paw Print! 07:42 Real-Life Examples 08:54 Algorithms 09:30 The Regression Problem 10:21 Machines Good or Bad? 11:02 Greetings! ......................... Subtitles are available in Danish, Dutch, English, Finnish, German, Norwegian, Polish, and Swedish. What subject should Istanbul cats explore next? Comment! ......................... Learn maths, statistics, probability, data science, machine learning, and finance through simple visual stories, without formulas. Follow Istanbul's stray cats through real-world stories to build the intuition behind the ideas. Because Intuition Works! ......................... Instagram: https://www.instagram.com/intutionwor... intuitionWorks.EA@gmail.com Thanks for watching! 🐈🐾