IIT Mandi has invited applications from interested participants for an online workshop on machine learning, which aims at giving an understanding of machine learning that has emerged as a major research area due its effectiveness in solving real-world problems. IIT Mandi says that the workshop has been designed to deliver both the mathematical foundations of machine learning and its applications. A team of national and international experts from academia will deliver towards these objectives and provide a unique short program that can benefit a diverse audience from industry and academia.
Extensive theory and laboratory sessions have been planned with an assessment at the end of the workshop on the basis of which certificates will be provided to participants. During the laboratory sessions, support will be provided by specifically trained teaching assistants who are PhD students at IIT Mandi. The course will be conducted on weekends from 28 August to 5 September 2021.
Who Can Take the IIT Mandi Online Workshop on Machine Learning
The course requires the participants to have a basic understanding of linear algebra, python, machine learning, and probability theory. Although the course mainly targets software engineers and executives, the following participants may also take the course:
- Final year undergraduates.
- Masters students.
- PhD students.
- Faculty members
Topics to be Covered Under IIT Mandi Online Workshop on Machine Learning
Some of the topics that will be covered during the workshop are follows:
- Probability and statistics.
- Linear algebra and information measures.
- Optimization and algorithms.
- Basics of machine learning.
- CNN and Autoencoders.
- Adversarial machine learning.
- Lab Sessions on FC, CNN, AE and GAN.
Those who wish to know more are advised to go through the official website for further information.