Paurav Goel

Enhancing communication efficiency in federated machine learning: Current trends and future directions

2024 · AIP conference proceedings

Artificial Intelligence is an incessantly evolving and progressing technology. Machines can exhibit humanoid intelligence, every now and then even better than humans. Its models are being extensively used in today's sphere. It is due to …

Enhancing Accuracy Through Data Augmentation using Variational Autoencoders in Machine Learning Techniques

2024

This paper investigates the impact of data augmentation on the performance of a simple Deep Neural Network (DNN) architecture, comprising a sequence of fully connected layers interspersed with non-linear activation functions and regularization techniques. The …

Advanced Breast Cancer Detection and Classification using Hybrid Deep Learning Model

2025

Breast cancer is still one of the most common and deadly diseases in women. Early detection is key to better survival rates. This study proposes a hybrid deep learning model combining Convolutional Neural Networks (CNNs), …