Course on Machine Learning for Engineering Applications at IIT Delhi [June 1-5]: Register by Mar 15

About

IIT Delhi is conducting a short term Course on Machine Learning for Engineering Applications from June 1 to 5, 2020. The aim of the course is to introduce the relevance of machine learning in a wide range of academic and industrial problems relevant to various engineering disciplines.
Topics of the sessions will include the basics of widely used algorithms for linear and non-linear regressions such as elastic net, principal component regression, support vector machine, and neural networks.

Outcomes

• Appreciate the role of machine learning in engineering disciplines
• Understand machine learning algorithms
• Use data mining to predict hidden trends
• Make appropriate decisions employing databased modeling
• Gain hands-on experience on open-source packages for machine learning algorithms

Course Content

1. Data Analysis;
2. Probability Distributions
3. Discrete and Continuous;
4. Estimation and Hypothesis Testing;
5. Linear Regression and its Derivatives
6. Partial Least Squares,
7. Principal Component Analysis,
8. Lasso, Ridge and Elastic Net;
9. Estimation and Inference;
10. Non-Linear Regression:
11. Support Vector Machine,
12. Neural Networks,
13. Gaussian Process Modelling;
14. Classification and Clustering;
15. Engineering Applications and Hands-on sessions

Target Audience

The course is designed for practicing engineers, industry professionals, faculty members and students from All Engineering Disciplines.

Resource Person

The following faculty members will deliver a lecture during the course:

• Prof. N.M. Anoop Krishnan, Department of Civil Engineering, IIT Delhi Prof.
• Manoj M., Department of Civil Engineering, IIT Delhi
• Prof. Hariprasad Kodamana., Department of Chemical Engineering, IIT Delhi

Registration

• Interested candidates, meeting the application criteria, have to fill the attached registration form.
• Please email the duly filled registration form to Ms. Nikita Gupta (nikkigupta271@gmail.com) for the registration.
• To download the registration form, click here.
• Once the candidate is shortlisted he/she has to deposit a fully refundable token registration fee of Rs. 2000/- to IIT Delhi CEP account online (details attached).
• The registration amount is fully refundable once the participant attends all the sessions of the program.
• The last date to register is March 15, 2020.

Contact

Phone Number: 011-265961024
Email ID: nikkigupta271@gmail.com

For further details, click here.