Machine Learning for Engineering and Science Applications

By NPTEL

About the course

This course aims to provide a broad overview of modern algorithms in ML, so that engineers may apply these judiciously. Towards the end, the course will focus on broad heuristics governing basic ML algorithms in the context of specific engineering applications. Students will also be trained to implement these methods utilizing open source packages such as TensorFlow.

The course content is free, the certification requires an in-person examination, the exam fee is INR 1100.

Who is the course for?

The course is beneficial for postgraduate students in all engineering and science disciplines. Mature senior undergraduate students will also find it useful.

curriculum

  • Mathematical Basics
  • Computational Basics
  • Linear and Logistic Regression
  • Neural Networks
  • Convolutional Neural Networks
  • Recurrent Neural Networks
  • Classical Techniques
  • Advanced Techniques

Eligibility & Selection Criteria

Students should have familiarity with Multivariable Calculus, Linear Algebra, Probability, Statistics and should be comfortable with programming in Python.


course in a nutshell

Fees INR Free
Certification type Certificate Program
Certified by IIT Madras
Duration 12 Weeks
Teaching Mode Online
Location Online
Apply By April 19, 2019
Batch start on April 29, 2019
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