Neel Somani on How Privacy-Preserving Machine Learning Is Changing the Digital Landscape

As data privacy collides with AI’s rapid expansion, the Berkeley-trained technologist explains how a new generation of models ...
IEEE

Advancing Federated Learning: A Systematic Literature Review of Methods, Challenges, and Applications

Abstract: Federated Learning (FL) has emerged as a cutting-edge paradigm in machine learning, showcasing remarkable advancements in recent years. This research paper delves into the dynamic landscape ...
Forbes

From The Cloud To The Edge: Federated Machine Learning Is Moving AI Closer To Where It Is Used

Vikram Gupta is Chief Product Officer, SVP & GM of the IoT Processor Business Division at Synaptics, a leading EdgeAI semiconductor company. In my previous articles, I explored how the rapid growth of ...
Scientific Research Publishing

Kairouz, P., McMahan, H. B., Avent, B., Bellet, A., Bennis, M., Nitin Bhagoji, A. et al. (2021). Advances and Open Problems in Federated Learning. Foundations and Trends in ...

ABSTRACT: Diversity, Equity, and Inclusion (DEI) initiatives are pivotal for fostering inclusive environments and promoting equal opportunities within organizations. However, the collection and ...
Scientific Research Publishing

Ke, H. and Hall, R. (2021) Federated Learning Framework for Encrypted Transaction Analytics. Journal of Machine Learning Applications, 17, 122-134.

ABSTRACT: Cybersecurity challenges in consumer banking websites have surged, driven by increasingly sophisticated threats such as fraud, phishing, and Distributed Denial of Service (DDoS) attacks.
IEEE

Randomized Quantization for Privacy in Resource Constrained Machine Learning at-the-Edge and Federated Learning

Abstract: The increasing adoption of machine learning at the edge (ML-at-the-edge) and federated learning (FL) presents a dual challenge: ensuring data privacy as well as addressing resource ...
NextBigFuture

Solving the Tesla China FSD Problem

Tesla is currently prevented from solving Full self driving in China because the Chinese government does not allow them to send driving video out of China and the US government does not allow AI model ...