| layout |
|---|
default |
I am a Machine Learning Research Lead at Vayve Technologies India Pvt Ltd.
Before this, I worked as Lead Software Engineer developing end to end systems that involved large scale IoT solutions. I received my B.Tech (2016) in Electronics and Electrical Engineering from IIT Guwahati.
Machine Learning. I am interested in the areas of Optimization, Domain Adaptation and Deep Learning. In particular, frameworks that have strong theoritical foundations in above areas. Recent focuses include Optimal Transport, Riemannian Optimization.
B. Mishra, N. T. V. Satya Dev, H. Kasai, and P. Jawanpuria. Manifold optimization for optimal transport.
Technical Report, arXiv 2021
[arXiv]
P. Jawanpuria, N. T. V. Satya Dev, and B. Mishra. Efficient optimal transport using feature correlations.
Under Review at IEEE CDC 2021
[arXiv]
P. Jawanpuria, N. T. V. Satya Dev, and B. Mishra. Efficient robust optimal transport: formulations and algorithms (A short version of above work).
Workshop on Optimization for Machine Learning (OPT2020) at NeurIPS 2020
P. Jawanpuria, N. T. V. Satya Dev, A. Kunchukuttan, and B. Mishra. Learning Geometric Word Meta-Embeddings.
In Proceedings of the 5th Workshop on Representation Learning for NLP (RepL4NLP-2020), co-located with ACL 2020.
[ACL]
GeoIMC: Geometery Aware Inductive Matrix Completion algorithm
Microsoft's Recommender Systems (2020)
[GITHUB]
A Real-Time solution for TV Viewership collection and processing across India.
Lead Software Engineer
TV Viewership information is necessary in generating the TRP index. An IoT solution with population based sampling for such collection of information is the standard way. Systems that can do this collection and processing in real-time enhance the ability to quickly generalize this sampling of Viewership information. We designed and developed a system (involving multitude of components) to meet this real-time criteria, supporting upto a million of such Viewership collection nodes. Our system is currently deployed across India (under the Broadcast and Research Council (BARC) body) and is serving as a means for country's TRP measurement system.
HONOR: Received a certificate of appreciation from BARC for the developed system.
Please refer to my Resume for additional details related to my industrial experience