Integrating concepts at the intersection of algebra & geometry could provide better machine learning algorithms

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Integrating concepts at the intersection of algebra & geometry could provide better machine learning algorithms

This can lead to improved modelling of data arising from certain sources, such as visual observations

By PIB Delhi

Scientists may soon develop robust algorithms that can provide more efficient machine learning applications by focusing on concepts that lie at the intersection of algebra and geometry.

Hariharan Narayanan, Assistant Professor, Tata Institute of Fundamental Research Mumbai, a recipient of this year’s SwarnaJayanti fellowship instituted by the Department of Science & Technology, Govt. of India, wishes to create machine learning algorithms that can learn from observations and make improved predictions based on mathematical objects known as manifolds and Lie groups. This can lead to improved modelling of data arising from certain sources, such as visual observations.

Machine learning can be broadly defined as a discipline whose goal is to enable a computer to make inferences from observed data about future observations. There are two directions in which progress is crucial to make progress in machine learning. The first is making inferences from very few observations. The second is dealing with complex data, which has come to prominence through recent applications in vision, imaging like Cryo-electron Microcrope and the World Wide Web.

The use of manifolds and Lie groups can help addressing both of these issues and may lead to algorithms that make better predictions in real-life applications.

[For more details, Dr. Hariharan Narayanan ([email protected]) can be contacted.]

About Post Author

Suman Munshi

Founder Editor of IBG NEWS (15/Mar/2012- 09/Aug/2018). Recipient of Udar Akash Rokeya Shakhawat Hossain Award 2018. National Geographic & Canon Wild Clicks 2011 jury and public poll winner. Studied Post Graduate Advance Dip in Computer Sc., MBA IT,LIMS (USA & Australia), GxP(USA & UK),BA (Sociology) Dip in Journalism (Ireland), Diploma in Vedic Astrology, Numerology, Palmistry, Vastu Shastra & Feng Sui 25 years in the digital & IT industry with Global MNCs' worked & traveled in USA, UK, Europe, Singapore, Australia, Bangladesh & many other countries. Education and Training advance management and R&D Technology from India, USA, UK, Australia. Over 30 Certification from Global leaders in R&D and Education. Computer Science Teacher, IT & LIMS expert with a wide fan following in his community. General Secretary West Bengal State Committee of All Indian Reporter’s Association
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