Supervised vs Unsupervised Learning: A Comprehensive Explanation of Machine Learning Fundamentals

This video explores the core concepts of supervised and unsupervised learning in machine learning, providing a clear comparison and explanation of their differences and applications.

Codecademy3.8K views8:57

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Supervised vs Unsupervised Learning - Machine Learning Explained! We delve into the foundational concepts of supervised and unsupervised learning in machine learning. Learn how linear regression models the relationship between variables, explore the role of classification models, and understand the difference between supervised and unsupervised techniques. Whether you're a data science beginner or looking to refresh your knowledge, this video provides a clear and comprehensive overview. Machine learning is the field of computer science that gives computer systems the ability to learn from data — and it's one of the hottest topics in the industry right now. What You'll Learn In This Video: - Supervised Learning Techniques: Explore key methods like regression and classification. Understand how labeled data can be used to train models to predict outcomes and classify information. - Unsupervised Learning Methods: Discover the power of clustering and other techniques that enable systems to identify patterns and group data without predefined labels. - Conceptual Differences: Gain clarity on the essential differences between supervised and unsupervised learning, and learn how each approach can be applied to solve various real-world problems. Want to learn more? Check out the courses below: Intro to Machine Learning: https://www.codecademy.com/learn/machine-learning?utm_source=youtube&utm_medium=organic-social Build a Machine Learning Model with Python: https://www.codecademy.com/learn/paths/machine-learning?utm_source=youtube&utm_medium=organic-social Machine Learning and AI Fundamentals: https://www.codecademy.com/learn/paths/machine-learning-ai-engineering-foundations?utm_source=youtube&utm_medium=organic-social Connect with Codecademy: Learn to code: https://www.codecademy.com/?utm_source=youtube&utm_medium=organic-social Explore our full course catalog: https://www.codecademy.com/catalog?utm_source=youtube&utm_medium=organic-social #machinelearning #supervisedlearning #unsupervisedlearning Subscribe to our channel and hit the bell icon to stay updated with the latest in coding, machine learning, and data science.

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8:57

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Published
May 4, 2023

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