About

Shivam Kumar is a highly skilled Software Developer with a passion for connecting ideas across Web Development, Machine Learning, and Mathematics. He is currently working as a Research Assistant at Nanyang Technological University, where he has devised a novel method to automate the detection of open source vulnerabilities in binary files. Shivam has proposed methods for the efficient extraction of unique features inherent in both source code and binary files and deployed machine learning and hierarchical filtering techniques using these unique features to get prima facie evidence of vulnerabilities. He has also experimented with various Graph Matching techniques to achieve a better correlation between binary packages undergoing different compilation paths. Shivam has proposed a novel efficient technique for vulnerability detection using neighborhood aggregated locality sensitive hashing and achieved around 60% accuracy in detecting the presence of vulnerable library versions in binary packages. He has integrated the algorithm into the engine to achieve over 90% accuracy in the detection of vulnerable libraries used in binary packages. Previously, Shivam has worked as an Artificial Intelligence Engineer at Learngram, where he created and deployed a support chatbot using RASA for Jnrlink Kids App to guide customers to resolve some of the common issues faced by them. He has also proposed machine learning (ML) models to quantify the extent of the relationship between a given pair of text and assess the engagement of students during online study. Shivam has designed, developed, and deployed a file management system, like Microsoft SharePoint, for Learngram to manage files of various products. He has also worked as a Software Engineer 1 at Eagleview, where he improved the accuracy of computer vision models on aerial imagery by exploring and experimenting with the latest researches in the area. Shivam has a Bachelor of Technology in Computer Science and Engineering from the Indian Institute of Technology Goa. He has expertise in Software Engineering, ML, Computer Vision, Javascript, Pytorch, Solana, Web, NLP, NFT, Flask, Deep Learning, Python, Tensorflow, Blockchain, Research Scientist, Frontend, OpenCV, NodeJS, ReactJS, Typescript, SQL, AWS, GCP, Web3, Smart Contract, Backend, Senior Software Engineer, AI, CNN, RNN, Data Scientist, Pandas, MySQL, Spring, and Postgres. Shivam has 3.20 years of relevant experience and is always eager to learn and explore new technologies to solve real-world problems.