Hemanth Karnati
Co-founder and applied AI/ML researcher
Summary
Work
Education
Projects
Writing
Comprehensive analysis of various imputation and forecasting models for predicting PM2.5 pollutant in Delhi
March 1, 2025Study comparing imputation methods and multiple forecasting models (LSTM, Bi-LSTM, CNN-LSTM, GRU, Deep AR, WaveNet, TCN, ARIMA, SARIMA, Prophet) for predicting PM2.5 in Delhi; finds Bi-LSTM and LSTM with attention among top performers and discusses imputation strategies for missing pollutant data.
Implementation and Analysis of a Sensor-Driven Air Quality ...
March 1, 2025Preprint/paper addressing sensor-driven air quality implementation and analysis (author listing shows Vellore Institute of Technology affiliation).
Transformer-Based Federated Learning Models for Recommendation Systems
January 1, 2024Journal article describing transformer-based federated learning approaches applied to recommendation systems (contributor).
Federated and Split Learning for Enhanced Breast Cancer Diagnosis
Conference publication applying federated and split learning techniques to breast cancer diagnosis datasets, reporting high accuracy while preserving data decentralization.