Resource-efficient ML for Edge and Endpoint IoT Devices

RNNPool: Efficient Non-linear Pooling for RAM Constrained Inference

Oindrila Saha, Venkata Aditya Kusupati, Harsha Simhadri, Manik Varma, Prateek Jain

NeurIPS 2020 | November 2020

Publication Project

DROCC: Deep Robust One-Class Classification

Sachin Goyal, Aditi Raghunathan, Moksh Jain, Harsha Vardhan Simhadri, Prateek Jain

ICML 2020 | July 2020

Publication

One Size Does Not Fit All: Multi-Scale, Cascaded RNNs for Radar Classification

Dhrubojyoti Roy, S. Srivastava, Aditya Kusupati, Pranshu Jain, Manik Varma, A. Arora

ACM Transactions on Sensor Networks | September 2019

DOI Publication Publication

Compiling KB-Sized Machine Learning Models to Tiny IoT Devices

Sridhar Gopinath, Nikhil Ghanathe, Vivek Seshadri, Rahul Sharma

PLDI | June 2019

Publication Github Project

FastGRNN: A Fast, Accurate, Stable and Tiny Kilobyte Sized Gated Recurrent Neural Network

Aditya Kusupati, Manish Singh, Kush Bhatia, Ashish Kumar, Prateek Jain, Manik Varma

NIPS 2018 | December 2018

Publication Github Project

Multiple Instance Learning for Efficient Sequential Data Classification on Resource-constrained Devices

Don Kurian Dennis, Chirag Pabbaraju, Harsha Simhadri, Prateek Jain

NeurIPS 2018 | October 2018

Publication PDF Github Project

GesturePod: Gesture-based Interaction Cane for People with Visual Impairments

Shishir Patil, Don Kurian Dennis, Chirag Pabbaraju, Nadeem Shaheer, Harsha Simhadri, Vivek Seshadri, Manik Varma, Prateek Jain

MSR-TR-2018-14 | May 2018

Published by Microsoft

Publication

Resource-efficient Machine Learning in 2 KB RAM for the Internet of Things

Ashish Kumar, Saurabh Goyal, Manik Varma

ICML 2017 | May 2017

PDF Project

Thresholding Based Efficient Outlier Robust PCA

Yeshwanth Cherapanamjeri, Prateek Jain, Praneeth Netrapalli

COLT-2017 | February 2017

Publication Publication Project Project

ProtoNN: Compressed and Accurate kNN for Resource-scarce Devices

Ankit Gupta, Chirag GuptaArun Sai Suggala, Ankit Gupta, Harsha Simhadri, Bhargavi Paranjape, Ashish Kumar, Saurabh Goyal, Raghavendra Udupa, Manik Varma, Prateek Jain

International Conference on Machine Learning, Sydney | February 2017

Publication Project

RNNPool: Efficient Non-linear Pooling for RAM Constrained Inference

Oindrila Saha, Venkata Aditya Kusupati, Harsha Simhadri, Manik Varma, Prateek Jain

NeurIPS 2020 | November 2020

Publication Project

DROCC: Deep Robust One-Class Classification

Sachin Goyal, Aditi Raghunathan, Moksh Jain, Harsha Vardhan Simhadri, Prateek Jain

ICML 2020 | July 2020

Publication

One Size Does Not Fit All: Multi-Scale, Cascaded RNNs for Radar Classification

Dhrubojyoti Roy, S. Srivastava, Aditya Kusupati, Pranshu Jain, Manik Varma, A. Arora

ACM Transactions on Sensor Networks | September 2019

DOI Publication Publication

Compiling KB-Sized Machine Learning Models to Tiny IoT Devices

Sridhar Gopinath, Nikhil Ghanathe, Vivek Seshadri, Rahul Sharma

PLDI | June 2019

Publication Github Project

FastGRNN: A Fast, Accurate, Stable and Tiny Kilobyte Sized Gated Recurrent Neural Network

Aditya Kusupati, Manish Singh, Kush Bhatia, Ashish Kumar, Prateek Jain, Manik Varma

NIPS 2018 | December 2018

Publication Github Project

Multiple Instance Learning for Efficient Sequential Data Classification on Resource-constrained Devices

Don Kurian Dennis, Chirag Pabbaraju, Harsha Simhadri, Prateek Jain

NeurIPS 2018 | October 2018

Publication PDF Github Project

GesturePod: Gesture-based Interaction Cane for People with Visual Impairments

Shishir Patil, Don Kurian Dennis, Chirag Pabbaraju, Nadeem Shaheer, Harsha Simhadri, Vivek Seshadri, Manik Varma, Prateek Jain

MSR-TR-2018-14 | May 2018

Published by Microsoft

Publication

Resource-efficient Machine Learning in 2 KB RAM for the Internet of Things

Ashish Kumar, Saurabh Goyal, Manik Varma

ICML 2017 | May 2017

PDF Project

Thresholding Based Efficient Outlier Robust PCA

Yeshwanth Cherapanamjeri, Prateek Jain, Praneeth Netrapalli

COLT-2017 | February 2017

Publication Publication Project Project

ProtoNN: Compressed and Accurate kNN for Resource-scarce Devices

Ankit Gupta, Chirag GuptaArun Sai Suggala, Ankit Gupta, Harsha Simhadri, Bhargavi Paranjape, Ashish Kumar, Saurabh Goyal, Raghavendra Udupa, Manik Varma, Prateek Jain

International Conference on Machine Learning, Sydney | February 2017

Publication Project

One Size Does Not Fit All: Multi-Scale, Cascaded RNNs for Radar Classification

Dhrubojyoti Roy, S. Srivastava, Aditya Kusupati, Pranshu Jain, Manik Varma, A. Arora

ACM Transactions on Sensor Networks | September 2019

DOI Publication Publication

RNNPool: Efficient Non-linear Pooling for RAM Constrained Inference

Oindrila Saha, Venkata Aditya Kusupati, Harsha Simhadri, Manik Varma, Prateek Jain

NeurIPS 2020 | November 2020

Publication Project

Compiling KB-Sized Machine Learning Models to Tiny IoT Devices

Sridhar Gopinath, Nikhil Ghanathe, Vivek Seshadri, Rahul Sharma

PLDI | June 2019

Publication Github Project

Compiling KB-Sized Machine Learning Models to Tiny IoT Devices

Sridhar Gopinath, Nikhil Ghanathe, Vivek Seshadri, Rahul Sharma

PLDI | June 2019

Publication Github Project

GesturePod: Gesture-based Interaction Cane for People with Visual Impairments

Shishir Patil, Don Kurian Dennis, Chirag Pabbaraju, Nadeem Shaheer, Harsha Simhadri, Vivek Seshadri, Manik Varma, Prateek Jain

MSR-TR-2018-14 | May 2018

Published by Microsoft

Publication

RNNPool: Efficient Non-linear Pooling for RAM Constrained Inference

Oindrila Saha, Venkata Aditya Kusupati, Harsha Simhadri, Manik Varma, Prateek Jain

NeurIPS 2020 | November 2020

Publication Project

DROCC: Deep Robust One-Class Classification

Sachin Goyal, Aditi Raghunathan, Moksh Jain, Harsha Vardhan Simhadri, Prateek Jain

ICML 2020 | July 2020

Publication

Compiling KB-Sized Machine Learning Models to Tiny IoT Devices

Sridhar Gopinath, Nikhil Ghanathe, Vivek Seshadri, Rahul Sharma

PLDI | June 2019

Publication Github Project

FastGRNN: A Fast, Accurate, Stable and Tiny Kilobyte Sized Gated Recurrent Neural Network

Aditya Kusupati, Manish Singh, Kush Bhatia, Ashish Kumar, Prateek Jain, Manik Varma

NIPS 2018 | December 2018

Publication Github Project

Multiple Instance Learning for Efficient Sequential Data Classification on Resource-constrained Devices

Don Kurian Dennis, Chirag Pabbaraju, Harsha Simhadri, Prateek Jain

NeurIPS 2018 | October 2018

Publication PDF Github Project

Resource-efficient Machine Learning in 2 KB RAM for the Internet of Things

Ashish Kumar, Saurabh Goyal, Manik Varma

ICML 2017 | May 2017

PDF Project

Thresholding Based Efficient Outlier Robust PCA

Yeshwanth Cherapanamjeri, Prateek Jain, Praneeth Netrapalli

COLT-2017 | February 2017

Publication Publication Project Project

ProtoNN: Compressed and Accurate kNN for Resource-scarce Devices

Ankit Gupta, Chirag GuptaArun Sai Suggala, Ankit Gupta, Harsha Simhadri, Bhargavi Paranjape, Ashish Kumar, Saurabh Goyal, Raghavendra Udupa, Manik Varma, Prateek Jain

International Conference on Machine Learning, Sydney | February 2017

Publication Project

One Size Does Not Fit All: Multi-Scale, Cascaded RNNs for Radar Classification

Dhrubojyoti Roy, S. Srivastava, Aditya Kusupati, Pranshu Jain, Manik Varma, A. Arora

ACM Transactions on Sensor Networks | September 2019

DOI Publication Publication

GesturePod: Gesture-based Interaction Cane for People with Visual Impairments

Shishir Patil, Don Kurian Dennis, Chirag Pabbaraju, Nadeem Shaheer, Harsha Simhadri, Vivek Seshadri, Manik Varma, Prateek Jain

MSR-TR-2018-14 | May 2018

Published by Microsoft

Publication