Browsing Data Science Institute (Conference Papers) by Author "Yadav, Piyush"
Now showing items 1-4 of 4
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The role of open data in driving sustainable mobility in nine smart cities
Yadav, Piyush; Hasan, Souleiman; Ojo, Adegboyega; Curry, Edward (Association for Information Systems, 2017-06-05)In today’s era of globalization, sustainable mobility is considered as a key factor in the economic growth of any country. With the emergence of open data initiatives, there is tremendous potential to improve mobility. ... -
An SRAM optimized approach for constant memory consumption and ultra-fast execution of ML classifiers on TinyML hardware
Sudharsan, Bharath; Yadav, Piyush; Breslin, John G.; Ali, Muhammad Intizar (Institute of Electrical and Electronics Engineers, 2021-11-15)With the introduction of ultra-low-power machine learning (TinyML), IoT devices are becoming smarter as they are driven by Machine Learning (ML) models. However, any increase in the training data results in a linear ... -
TinyML benchmark: Executing fully connected neural networks on commodity microcontrollers
Sudharsan, Bharath; Salerno, Simone; Nguyen, Duc-Duy; Yahya, Muhammad; Wahid, Abdul; Yadav, Piyush; Breslin, John G. (National University of Ireland Galway, 2021-06-20)Recent advancements in the field of ultra-low-power machine learning (TinyML) promises to unlock an entirely new class of edge applications. However, continued progress is restrained by the lack of benchmarking Machine ... -
Traffic prediction framework for OpenStreetMap using deep learning based complex event processing and open traffic cameras
Yadav, Piyush; Sarkar, Dipto; Salwala, Dhaval; Curry, Edward (Dagstuhl Research Online Publication Server (DROPS), 2020-09-25)Displaying near-real-time traffic information is a useful feature of digital navigation maps. However, most commercial providers rely on privacy-compromising measures such as deriving location information from cellphones ...