#76 Binary Decision Trees | Machine Learning for Engineering & Science Applications

Machine Learning for Engineering & Science Applications | IIT Madras - #76 Binary Decision Trees | Machine Learning for Engineering & Science Applications

Unlock the Future: Master AI & Machine Learning with NPTEL-IITM’s Comprehensive Course! Dive into Neural Networks, Deep Learning, Probabilities, and Optimization Techniques tailored for Engineering & Science Applications. Your AI journey starts here!

4.0 (2)

22 learners

What you'll learn

Understand the historical development and foundational concepts of artificial intelligence.
Gain proficiency in applying machine learning techniques to engineering and science problems.
Develop skills in using linear algebra and calculus for machine learning modeling.
Learn to implement and optimize machine learning algorithms using Python packages.

This course includes

32 hours of video
Certificate of completion
Access on mobile and TV

Summary

Keywords

Machine Learning for Engineering and Science Applications Binary decision trees

Full Transcript

Welcome to 'Machine Learning for Engineering & Science Applications' course ! This lecture discusses binary decision trees. Decision trees are a type of supervised learning algorithm that can be used for both classification and regression tasks. Decision trees are constructed by recursively splitting the data into subsets based on the values of the features. NPTEL Courses permit certifications that can be used for Course Credits in Indian Universities as per the UGC and AICTE notifications. To understand various certification options for this course, please visit https://nptel.ac.in/courses/106106198 #DecisionTrees #BinaryDecisionTrees #ClassificationTrees #InformationGain #Entropy #GiniIndex #ClassificationError

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