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Essential Mathematics for Machine Learning by NPTEL 

  • Offered byNPTEL

Essential Mathematics for Machine Learning by NPTEL
 at 
NPTEL 
Overview

Offered by Indian Institute of Technology Roorkee and NPTEL

Duration

12 weeks

Total fee

Free

Mode of learning

Online

Difficulty level

Beginner

Official Website

Explore Free Course External Link Icon

Credential

Certificate

Essential Mathematics for Machine Learning by NPTEL
 at 
NPTEL 
Highlights

  • Offered by IIT Roorkee
  • Final score comprises of 25% for weekly assignment and 75% of the weightage for final exam
  • Eligible for Certificate after scoring minimum 40% in Final Exam
  • Enrollments start from 17 August 2020
  • Course conducted by Prof. Sanjeev Kumar, Prof. S. K. Gupta (IIT Roorkee alumnus)
  • Enroll for free
  • Pay for Certification Examination
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Essential Mathematics for Machine Learning by NPTEL
 at 
NPTEL 
Course details

Who should do this course?
  • Undergraduate and Postgraduate Students of Computer Science/Mathematics/Data Science
More about this course
  • Machine learning (ML) is one of the most popular topics of nowadays research. This particular topic is having applications in all the areas of engineering and sciences. Various tools of machine learning are having a rich mathematical theory. Therefore, in order to develop new algorithms of machine/deep learning, it is necessary to have knowledge of all such mathematical concepts. In this course, we will introduce these basic mathematical concepts related to the machine/deep learning. In particular, we will focus on topics from matrix algebra, calculus, optimization, and probability theory those are having strong linkage with machine learning. Applications of these topics will be introduced in ML with help of some real-life examples.

Essential Mathematics for Machine Learning by NPTEL
 at 
NPTEL 
Curriculum

Week 1:LINEAR ALGEBRA BASICS

Week 2:MATRIX THEORY

Week 3:MATRIX DECOMPOSITION ALGORITHMS- SVD

Week 5:CALCULUS

Week 6:OPTIMIZATION

Week 7:PROBABILITY

Week 8:SUPPORT VECTOR MACHINES

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Essential Mathematics for Machine Learning by NPTEL
 at 
NPTEL 
Students Ratings & Reviews

5/5
Verified Icon1 Rating
M
Murukutla Ashok
Essential Mathematics for Machine Learning by NPTEL
5
Other: It is a 8 week course provided by nptel, iit roorkee. Also this course helped me a lot in terms of mathematics that are essential to ML from basics to almost advanced ML.
Reviewed on 13 Jan 2021Read More
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Essential Mathematics for Machine Learning by NPTEL
 at 
NPTEL 

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