Research
Applied AI • Enterprise Technology
Does Every AI Control-Plane Decision Need an LLM? Evaluating Specialized Decision Models for Policy-Aware AI Routing
This research explores whether every AI control-plane decision needs a general-purpose LLM, comparing specialized System…
Multisensor Earth Observation and Unsupervised Anomaly Analysis of Environmental Conditions Preceding the 2026 Langtang Lirung Glacier Collapse and Slope Failure
What did satellites observe before the 2026 Langtang Lirung glacier collapse? This study combines climate…
Explainable Artificial Intelligence: A Practical Framework for Interpreting and Trusting Machine Learning Models
Explainable Artificial Intelligence (XAI) is becoming essential for organizations that rely on machine learning for…
Detecting Hidden Bias in Machine Learning Models: A Systematic Approach to Fairness Evaluation and Mitigation
Machine learning systems increasingly influence critical decisions affecting individuals and communities. While models may demonstrate…
Time Series Modeling for Forecasting: A Practical Framework for Data-Driven Temporal Analysis in Machine Learning
Time series forecasting plays a critical role in modern machine learning applications across finance, healthcare,…
Transfer Learning in Natural Language Processing: Practical Techniques with Pretrained Language Models
Transfer learning has transformed natural language processing by enabling pretrained language models to be adapted…