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Hi 👋, I'm Deepanshu Vohra

A Full-stack data scientist

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Deepanshu's Projects

big-mart-sales-prediction icon big-mart-sales-prediction

Sales prediction is a very common real-life problem that each company faces at least once in its lifetime. If done correctly, it can have a significant impact on the success and performance of that company.

federated-learning icon federated-learning

Federated Learning is a distributed machine learning approach which enables model training on a large corpus of decentralised data. The repository tutorial for using PySyft for distributed training of Machine Learning model.

foodcouver icon foodcouver

A statistical analysis on restaurants in Vancouver, Canada, using YELP API data

security-and-privacy-in-v2x-communications-using-federated-learning icon security-and-privacy-in-v2x-communications-using-federated-learning

Advances in cellular technology are a key driver of the growing automotive Vehicle to Everything (V2X) market. In V2X communications, information from sensors and other sources travels via high-bandwidth, low-latency, high-reliability links, paving the way to fully autonomous driving and intelligent mobility. With the future adoption of 5G and beyond (5G&B) networks, V2X is likely to generate a huge volume of data, which encourages the use of edge computing and pushes the system to learn the model locally to support real-time applications. However, the edge computing paradigm raises concerns about the security and privacy of local nodes (e.g., vehicles) and the increased risk of cyberattacks. In this article, we identify open research questions, key requirements, and potential solutions to provide cyber resilience in V2X communications.

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