Machine Learning for Engineering & Science Applications | IIT Madras - #18 Optimization | Part 1 | Unconstrained Optimization

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

Lecture 18

Full Transcript

Welcome to 'Machine Learning for Engineering & Science Applications' course ! This lecture marks the beginning of the optimization module, focusing specifically on unconstrained optimization. It explains the relevance of optimization in machine learning, highlighting its role in selecting the best models for given data sets. The lecture introduces common optimization techniques used in unconstrained scenarios. 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 #Optimization #UnconstrainedOptimization #MachineLearningModels #ModelSelection

Continue this lesson in the app

Install CourseHive on Android or iOS to keep learning while you move.

Related Courses

Mastering CPA Exam: Tax Concepts and Simulations

Master CPA Exam Success: Unlock In-Depth Tax Strategies with Farhat Lectures! Ace Complex Topics from Consolidated Returns to Gift Tax Simulations. Elevate Your CPA Preparation and Conquer Regulation Challenges with the Industry's #1 CPA & Accounting Resource!

⭐ 4.9

23 ratings

2 hours