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This document contains a resume for Piyush Gaurav, a 4th year B.Tech student studying Computer Science and Engineering. It outlines his educational qualifications including a B.Tech from KIET Group of Institutions with a percentage of 67.4, work experience developing a tourism website using HTML, CSS, PHP and MySQL, and technical skills including programming languages like C, Python and Java as well as web technologies like HTML, CSS and PHP. It also lists some extracurricular activities, areas of interest, online courses taken and projects developed.
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Embedded machine learning-based road conditions and driving behavior monitoring
Car accident rates have increased in recent years, resulting in losses in human lives, properties, and other financial costs. An embedded machine learning-based system is developed to address this critical issue. The system can monitor road conditions, detect driving patterns, and identify aggressive driving behaviors. The system is based on neural networks trained on a comprehensive dataset of driving events, driving styles, and road conditions. The system effectively detects potential risks and helps mitigate the frequency and impact of accidents. The primary goal is to ensure the safety of drivers and vehicles. Collecting data involved gathering information on three key road events: normal street and normal drive, speed bumps, circular yellow speed bumps, and three aggressive driving actions: sudden start, sudden stop, and sudden entry. The gathered data is processed and analyzed using a machine learning system designed for limited power and memory devices. The developed system resulted in 91.9% accuracy, 93.6% precision, and 92% recall. The achieved inference time on an Arduino Nano 33 BLE Sense with a 32-bit CPU running at 64 MHz is 34 ms and requires 2.6 kB peak RAM and 139.9 kB program flash memory, making it suitable for resource-constrained embedded systems.
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- 1. P I Y U S H G A U R A V B . T E C H | C S E | 4 T H Y E A R p i y u s h g a u r a v 0 7 @ g m a i l . c o m 7 9 0 6 9 5 1 2 4 5 T R A I N I N G E X P E R I E N C E Worked on TPS (Tour Program System) Website with HTML, CSS, PHP, MySQL, Bootstrap, XAMPP CMIT CELL NCR HEADQUARTERS ALLAHABAD GOVT ORGANISATION | 19 JUNE 2017 - 20 JULY 2017 E D U C A T I O N K.I.E.T. GROUP OF INSTITUTIONS | 2014 - 2018 PERCENTAGE: 67.4 INTERMEDIATE | CBSE CHINMAYA VIDYALAYA, NTPC, RAIBARELY, UP | 2012-2013 PERCENTAGE: 70 HIGH SCHOOL | CBSE CHINMAYA VIDYALAYA, NTPC, RAIBARELY, UP | 2010-2011 CGPA: 8.8 B.TECH, MAJOR IN COMPUTER SCIENCE E X T R A A C T I V I T I E S Participated in Inno-Prakalp in Innotech and Department level project competition our college. Participated in Startupedia in I.P.E. Hyderabad. A R E A S O F I N T E R E S T PROGRAMMING PLAYING PC GAMES WATCHING MOVIES, TV SERIES DESIGNING AND EDITING SOLVING RUBIK'S CUBE T E C H N I C A L S K I L L S PROGRAMMING LANGUAGES -C, PYTHON, CORE JAVA WEB TECHNOLOGIES - HTML, CSS, PHP DATABASES - SQL C O U R S E S & W O R K S H O P Applied Data Science with Python - University of Michigan (offered through Coursera) - In Progress Python for Everybody - University of Michigan (offered through Coursera) - Introduction to Python and its Data Structures. Attended a one-day workshop in Big-Data Hadoop and Android at Aptron (Noida). P R O J E C T PERSONAL ASSISTANCE SOFTWARE LANGUAGE : PYTHON 3 8085 COMPILER AND SIMULATOR - -ASSEMBLY LANGUAGE, PYTHON 3 - EXECUTION OF 8085 INSTRUCTION SET THROUGH DESKTOP APPLICATION