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IIT Kharagpur Free Courses on Introduction to Machine Learning

 Hello Learner, this post is to inform you about that IIT Kharagpur (Indian Institute of Technology, Kharagpur) Offers Premium Online Course For Free. IIT Madras launching a fresh course “Introduction to Machine Learning” Enrollments are now open for this course. 

Course Description

This course provides a concise introduction to the fundamental concepts in machine learning and popular machine learning algorithms. We will cover the standard and most popular supervised learning algorithms including linear regression, logistic regression, decision trees, k-nearest neighbour, an introduction to Bayesian learning and the naïve Bayes algorithm, support vector machines and kernels and neural networks with an introduction to Deep Learning. We will also cover the basic clustering algorithms. Feature reduction methods will also be discussed. We will introduce the basics of computational learning theory. In the course we will discuss various issues related to the application of machine learning algorithms. We will discuss hypothesis space, overfitting, bias and variance, tradeoffs between representational power and learnability, evaluation strategies and cross-validation. The course will be accompanied by hands-on problem solving with programming in Python and some tutorial sessions.

Course Status :Upcoming
Course Type :Elective
Duration :8 weeks
Start Date :26 Jul 2021
End Date :17 Sep 2021
Exam Date :26 Sep 2021 IST
Enrollment Ends :02 Aug 2021
Category :Computer Science and EngineeringArtificial IntelligenceData ScienceProgrammingRobotics
Credit Points :2
Level :Undergraduate/Postgraduate

How To Apply?

✨ Enroll in IIT Kharagpur Free Course, Click HERE
✨ Checkout other Free Courses in NPTEL Platform, Click HERE

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