Get updates on Eligibility, Admission, Placements Fees Structure
Quick Facts
| Medium Of Instructions | Mode Of Learning | Mode Of Delivery |
|---|---|---|
| English | Self Study | Video and Text Based |
Course Overview
The Surrogates and Approximations in Engineering Design certification course is a 4-week duration programme. The certification course offers a comprehensive curriculum that covers introduction, physical versus, computational experiments, introduction to engineering optimisation, and the need for surrogates in optimisation. This course is designed for the postgraduation students.
The Surrogates and Approximations in Engineering Design certification by NPTEL equips students with the necessary skills and knowledge of surrogates and approximations in Engineering design. The students explore Surrogates: polynomial regression, radial basis function, and Kriging as part of the syllabus. They will gain hands-on training in the application of learned methods and principles.
Also Read: Engineering Design Certificate Courses
The Highlights
- Elective/PG
- Video Course
- 4 Weeks Course
- Completion Certification
Programme Offerings
- videos
- Transcripts
- & Assignments
- Books
Courses and Certificate Fees
| Certificate Availability | Certificate Providing Authority |
|---|---|
| yes | IIT Madras (IITM) |
Eligibility Criteria
Certification Qualifying Details
After completing the Surrogates and Approximations in Engineering Design online course the candidates will receive a certificate after clearing the examination with a valid score.
What you will learn
After completing the Surrogates and Approximations in Engineering Design certification syllabus, the students will gain in-depth knowledge of sampling plans, latin squares, latin, hypercubes sampling, stratification, orthogonal arrays, and sequences. With the support of the leading industry professionals from IIT Madras, the students will be able to apply the principles and techniques in the real world.
The students will gain a deep understanding of using surrogates in design space, after completing the Surrogates and Approximations in Engineering Design training. They will also learn to design space exploration and exploitation, infill criteria, and adaptive sampling. The students will also explore the introduction to DOE and surrogate modelling.
Who it is for
The Surrogates and Approximations in Engineering Design online course is designed for aspiring students seeking to enhance their skills and knowledge. This course can also be beneficial for:
Admission Details
To enroll in the Surrogates and Approximations in Engineering Design classes, follow these steps:
Step 1: Browse the link mentioned below:
https://nptel.ac.in/courses/112106250
Step 2: "Login In" and Sign In with a Google account or create a separate account.
Step 3: Fill out the registration form with the necessary details, submit it and join the course.
The Syllabus
- Introduction
- physical versus computational experimen
- introduction to engineering optimization
- need for surrogates in optimization
- Sampling plans
- Latin squares
- latin hypercubes sampling
- stratificati
- Orthogonal arrays
- hammerseley sequences
- Surrogates: Polynomial Regression
- Radial basis function
- Kriging
- Using surrogates in design space exploration and exploitation
- infill criteria
- adaptive sampling
Evaluation process
Candidates who wants to receive a certificate, must write an exam and achieve a minimum of 25 percent in assignments and 75 percent in the written exam out of 100 after the completion of the Surrogates and Approximations in Engineering Design certification course.
IIT Madras (IITM) Frequently Asked Questions (FAQ's)
The duration of the certification course is 4 weeks. This course focuses on introducing surrogates on how to build, evaluate and use them in design.
The certification course curriculum covers various topics like introduction, physical versus, computational experiments, introduction to engineering optimisation, need for surrogates in optimisation, surrogates: polynomial regression, radial basis function, Kriging and others.
Candidates must score a minimum of 25 percent in assignments and 75 percent in the written exam out of 100.
To join this course, students can visit the official website of NPTEL and click on the “Log In” button, "Sign In” with a Google account, select the course and join.