Naveed Ahmad

IMDb Sentiment Analysis with DistilBERT LoRA, TF-IDF Baselines, Calibration, Interpretability, Robustness Testing, and Semi-Supervised Learning

In this tutorial, we develop an end-to-end sentiment analysis workflow using the Stanford NLP IMDb Large Movie Review Dataset and compare classical machine learning with parameter-efficient transformer fine-tuning. We begin by establishing a reproducible environment and auditing the dataset for class ordering, review-length skew, duplicate leakage, and preprocessing artifacts before training a strong TF-IDF and…

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Video exhibits speedy evening development of Bald Vary hearth close to Summerland

Video exhibits speedy evening development of Bald Vary hearth close to Summerland

Descrease article font measurement Improve article font measurement International Information cameras captured the expansion of the Bald Vary wildfire close to Summerland on Friday evening. The fireplace, which sparked round 5:30 p.m., grew so quick that properties have been destroyed and the fast-moving flames trapped folks. “Via the evening, first responders, wildfire crews, search and…

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