Top Five Free Online Courses With Certificates on Artificial Intelligence on NPTEL Platform

Free online courses with certificates on artificial intelligence could be highly beneficial for students hoping to upskill in the technology

Free online courses with certificates are certainly a boon for students. Not only do they add value to the profile of students, but some of them also carry credit points that can help students successfully complete their degree coursework. Along the same vein, free courses in artificial intelligence is all the more advantageous as a new age in demand technology is being taught to students at a nominal cost.

NPTEL is one such platform that offers free online courses with certificates to students and professionals in artificial intelligence and other modern technologies. While the courses are free to take NPTEL online certification can be obtained by paying Rs 1000 and clearing an examination. All students and professionals need to do is to sign up with the platform tp get access to the free courses. 

Five Free Online Courses With Certificates on Artificial Intelligence

1. AI: Constraint Satisfaction by IIT Madras: This free online course being offered by IIT Madras is a two credit course that gives participants an insight into general approaches to solving finite domain constraint satisfaction problems, and explore how search can be combined with constraint propagation to find solutions. The course is intended at undergraduate and postgraduate students doing computer science. Few topics that will be covered as part of the course are as follows:

• Examples of constraint satisfaction problems.
• Constraint networks, equivalent and projection networks.
• Constraint propagation, arc consistency, path consistency, and i-consistency among others.

2. An Introduction to Artificial Intelligence by IIT Delhi: This course basically helps students take a variety of focused, advanced courses in various subfields of artificial intelligence by giving them a comprehensive introduction to artificial intelligence. While anyone interested can take the course, it would be most suited for undergraduate students pursuing their degree in computer science and engineering, artificial intelligence, data science and robotics. A list of topics that will be covered as part of the course are as follows:

• Philosophy of of artificial intelligence and other important definitions.
• Modeling a problem as search problem, and uninformed search.
• Heuristic search, and domain relaxations.
• Local search, and genetic algorithms.

3. Applied linear algebra in artificial intelligence and machine learning by IIT Kharagpur: This free online course is a lot more technical and hence requires participants to have already done a course on engineering mathematics with some exposure to linear algebra. Senior undergraduate and postgraduate students from computer science engineering, electrical engineering, electronics and communication engineering, artificial intelligence and mathematics would benefit from the course.

4. Artificial intelligence for Investments by IIT Kanpur: This course by IIT Kanpur aims at demonstrating the applications of AI-based models in the finance domain, which also includes solving real-life wealth management problems to improve investment decisions with artificial intelligence. The course would be most suited for the following participants:

• Management students doing their PhD and MBA.
• Commerce students doing their BCom and MCom.
• Chartered accountants.
• Finance professionals such as investment analysts, banking professionals, accountants, and credit analysts.
• Engineering graduates.

5. Artificial Intelligence Knowledge Representation and Reasoning by IIT Madras: The course, intended at students pursuing their BE, ME, MS, MSc or PhD, will provide an understating on a variety of representation formalisms and the associated algorithms for reasoning, which is a key ingredient of artificial intelligence. The course can be completed in a period of 12 weeks.