🧾 Audit Log AI Comparison

This project compares audit log summaries generated by a lightweight LLM (HuggingFace Transformers) vs traditional NLP (spaCy). Cosine similarity is computed and visualized using heatmaps.

📦 Files Included

• Audit_Log_Insights.ipynb: Main notebook for preprocessing, summarization, and visualization
• audit_similarity_enriched.csv: Enriched dataset with similarity scores
• heatmap_audit_similarity.png: Visual heatmap comparing LLM vs spaCy summaries

🔍 Methods Used

• TF-IDF + Cosine Similarity
• HuggingFace pipeline("summarization")
• spaCy en_core_web_sm for keyword extraction

📊 Visual Insight

🏷️ Tags

nlp, audit, huggingface, spacy, heatmap, similarity