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 evaluation workflow utilizing the Stanford NLP IMDb Large Movie Review Dataset and examine classical machine studying with parameter-efficient transformer fine-tuning. We start by establishing a reproducible surroundings and auditing the dataset for sophistication ordering, review-length skew, duplicate leakage, and preprocessing artifacts earlier than coaching a robust TF-IDF…
