Publications

Efficient Neural Network Optimization Using Adaptive Learning Rates

Journal of Machine Learning Research • 2023

This paper presents novel approaches to optimize neural network training through adaptive learning rate schedules, achieving 30% faster convergence on standard benchmarks.

Machine LearningOptimization

Scalable Web Architecture for Real-time Applications

International Conference on Software Engineering • 2022

A comprehensive study of architectural patterns for building scalable real-time web applications with a focus on WebSocket implementations and load balancing strategies.

Web DevelopmentArchitecture

Transfer Learning in Computer Vision: A Practical Guide

IEEE Transactions on Pattern Analysis • 2021

Explores practical applications of transfer learning techniques in computer vision tasks, demonstrating significant performance improvements with limited training data.

Computer VisionDeep Learning

Conference Talks

  • Building Production-Ready ML Systems - AI Conference 2023
  • Modern Web Performance Optimization - Web Summit 2022
  • Cloud-Native Architecture Patterns - DevOps World 2021