Pratyush Kumar | Robert Bosch Center for Data Science and Artificial Intelligence

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Pratyush Kumar

Pratyush Kumar

Assistant Professor

Cyber Physical Systems Machine Learning Real-time Scheduling

I received Bachelors and Masters of Technology in Electrical Engineering from IIT Bombay in Aug 2009. I completed my PhD in Computer Engineering from ETH Zurich in Jan 2014, under the supervision of Prof. Lothar Thiele. I was a post-doc at ETH Zurich from Jan to Dec 2014. I then spent over 2.5 years at IBM Research, Bangalore and a few months consulting for machine learning startups. I joined IIT Madras as an Assistant Professor in Mar 2018.

blogs

Feb 10, 2021

Levelling up NLP for Indian Languages

Divyanshu Kakwani , Anoop Kunchukuttan , Satish Golla , Gokul N.C , Avik Bhattacharyya , Mitesh M Khapra , Pratyush Kumar

We are working towards building a better ecosystem for Indian languages while also keeping up with the recent advancements in NLP. To this end, we are releasing IndicNLPSuite, which is a collection of various resources and models for Indian languages

Neural Network , NLP , Deep learning , Indian languages

6 min read

publications

Towards Building ASR Systems for the Next Billion Users

Towards Building ASR Systems for the Next Billion Users

Tahir Javed , Sumanth Doddapaneni , Abhigyan Raman and more

To appear in the Proceedings of the Thirty-Sixth Annual Conference of the Association for Advancement of Artificial Intelligence (AAAI 2022)

A Systematic Evaluation of Object Detection Networks for Scientific Plots

A Systematic Evaluation of Object Detection Networks for Scientific Plots

Pritha Ganguly , Nitesh Methani , Mitesh M. Khapra and more

To appear in the Proceedings of the Thirty-Fifth Annual Conference of the Association for Advancement of Artificial Intelligence (AAAI 2021)

The heads hypothesis: A unifying statistical approach towards understanding multi-headed attention in BERT

The heads hypothesis: A unifying statistical approach towards understanding multi-headed attention in BERT

Madhura Pande , Aakriti Budhraja , Preksha Nema and more

In Proceedings of the AAAI Conference on Artificial Intelligence (Vol. 35, No. 15, pp. 13613-13621)

A Systematic Evaluation of Object Detection Networks for Scientific Plots

A Systematic Evaluation of Object Detection Networks for Scientific Plots

Pritha Ganguly , Nitesh Methani , Mitesh M. Khapra and more

Proceedings of the AAAI Conference on Artificial Intelligence, 35(2), 1379-1387

IndicNLPSuite: Monolingual Corpora, Evaluation Benchmarks and Pre-trained Multilingual Language Models for Indian Languages

IndicNLPSuite: Monolingual Corpora, Evaluation Benchmarks and Pre-trained Multilingual Language Models for Indian Languages

Divyanshu Kakwani , Anoop Kunchukuttan , Satish Golla and more

In Proceedings of the 2020 Conference on Empirical Methods in Natural Language Processing: Findings.

On the weak link between importance and prunability of attention heads

On the weak link between importance and prunability of attention heads

Aakriti Budhraja , Madhura Pande , Preksha Nema and more

In Proceedings of the 2020 Conference on Empirical Methods in Natural Language Processing . Association for Computational Linguistics.

On the Importance of Local Information in Transformer Based Models

On the Importance of Local Information in Transformer Based Models

Madhura Pande , Aakriti Budhraja , Preksha Nema and more

arXiv:2008.05828

PlotQA: Reasoning over Scientific Plots

PlotQA: Reasoning over Scientific Plots

Nitesh Methani , Pritha Ganguly , Mitesh M Khapra and more

In the IEEE Winter Conference on Applications of Computer Vision