Hate speech detection in Algerian dialect (Arabic script & Arabizi) using fine-tuned DziriBERT. The project explores two sensitivity levels: abusive vs. normal and offensive vs. normal. A baseline ML pipeline and other LLMs were tested for comparison, with DziriBERT achieving the highest accuracy and F1.