7 Courses and Certifications

NPTEL Algorithms Courses & Certifications

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Computational Complexity Theory

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Certificate

Computational Complexity Theory

The Computational Complexity Theory program offers a great learning experience in the field of computational complexity theory. Students who pursue this course will come to know different topics every week through this course. Candidates will be informed on topics like hierarchy theorems, types of complexities, limitations, etc. The Computational Complexity Theory online course offers full-time access to the course with no limitations or restrictions related to the timings of the course or attendance. Students are requested to own a stable internet connection and a system through which they can log in to the course.

The Computational Complexity Theory training offers a certificate towards the end of the course only if the candidate agrees to pay the exam fees and qualifies the same fulfilling the minimum eligibility criteria. The course takes 12 weeks of time to complete the Computational Complexity Theory certification syllabus. However, students can choose to take longer than the estimated time since this is a self-paced learning program. The course provides a professional level of training and can be taken up by candidates who are interested in computer science.

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12 Weeks
Free
Skills Covered:
Mathematical skill
Computational Geometry

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Certificate

Computational Geometry

The Computational Geometry training is a 100 percent verified and online course. Candidates have all the freedom to take up this course as a free course or they can also go for the paid version of the course. Both the versions have the same facilities and study material except they get certified on the completion of the program by paying the quoted amount and qualifying for the proctored exam.

The Computational Geometry certification is an undergraduate level program and is provided by the Indian Institute of Technology, Madras by the platform of Swayam. The course is about computational geometry and covers numerous topics such as convex hull and algorithm, arrangements and levels, shape analysis, etc. Candidates who get into this course will be able to gain information on visibility problems, applications of computational geometry, range searching, and many more topics. There are no limitations regarding the timings of this course and hence candidates can log in to the course whenever and however they want. Participants can take as much time as they want to pursue this course as it is a self-paced course while mentors will take 12 weeks of time to complete the whole Computational Geometry certification syllabus of the course. 

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12 Weeks
Free
Skills Covered:
Mathematical skill Knowledge of Algorithms
Design and Analysis of Algorithms

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Certificate

Design and Analysis of Algorithms

Design and Analysis of Algorithms program is an undergraduate course in the field of Foundation of computing and Computer Science and Engineering. It is a free MOOC that will be held on the online learning platform Swayam. Swayam is a learning portal and an initiative by the Ministry of Education, Government of India.

The syllabus of the Design and Analysis of Algorithms certification has been designed by Chennai Mathematical Institute in association with NPTEL. The program will be taught by professor Madhavan Mukund, the Dean of Studies at Chennai Mathematical Institute. Along with video lectures, candidates will have assignments and a list of books and references to understand the course contents better. 

During the Design and Analysis of Algorithms training, candidates will explore various topics such as Intractability, Design techniques, asymptotic complexity, data structures, algorithm on graphs, sorting, and searching. The course also offers a certification for interested eligible candidates. However, certification is granted only if students pass the final test.

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8 Weeks
Free
Skills Covered:
Knowledge of Algorithms Knowledge of engineering
Traditional and Non Traditional Optimization Tools

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Certificate

Traditional and Non-Traditional Optimization Tools

The Traditional and Non-Traditional Optimization Tools training is designed to explain the optimization process and its principles in depth. You will study traditional optimization tools during this course, including their subgroups, namely - direct search and gradient search methods, steepest descent, random walk method, etc. You will become aware of the significance of optimization to develop the most efficient product at the lowest cost.

The Traditional and Non-Traditional Optimization Tools online program also provides insights into non-traditional tools of optimization such as the genetic algorithm (GA), particle swarm optimization, simulated annealing, etc. It is an eight-week-long course with 20 hours of video lectures, where these methods will be explained along with relevant numerical examples.

The Traditional and Non-Traditional Optimization Tools certification course teaches working principles of multi-objective optimization. These include goal programming, distance-based Pareto-GA, weighted sum approach, and more. You will also understand techniques to handle constraints, benefits, and drawbacks of GA. This elective course also provides a completion certificate when you fulfill certain criteria. 

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8 Weeks
Free
Skills Covered:
Knowledge of engineering
Programming and Data structures

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Fundamental Algorithms Design and Analysis

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