---
title: "Discussion on \"Fine-Tuning BERT to Classify Security Logs — And the 100% Accuracy Trap I Fell Into\" | Hashnode"
description: "Discussion on \"Fine-Tuning BERT to Classify Security Logs — And the 100% Accuracy Trap I Fell Into\". Fine-tuned BERT to classify security-relevant logs and alerts for threat detection. Covers tackling a vocabulary-shortcut problem in synthetic training data, model evaluation on ambiguous hand-crafted examples, and deployment to HuggingFace Spaces."
url: "https://hashnode.com/posts/fine-tuning-bert-to-classify-security-logs-and-the-100-accuracy-trap-i-fell-into/6a48e9203e87873c553e7a6e"
---

[Feed](https://hashnode.com/feed) /

Discussion

# [Fine-Tuning BERT to Classify Security Logs — And the 100% Accuracy Trap I Fell Into](https://akshayetukurihashnodedev.hashnode.dev/fine-tuning-bert-to-classify-security-logs-and-the-100-accuracy-trap-i-fell-into?utm_source=hashnode&utm_medium=feed)

Fine-tuned BERT to classify security-relevant logs and alerts for threat detection. Covers tackling a vocabulary-shortcut problem in synthetic training data, model evaluation on ambiguous hand-crafted examples, and deployment to HuggingFace Spaces.

Jul 4 · 4 min read · akshayetukurihashnodedev.hashnode.dev  
Read the article

-   [#machine-learning](https://hashnode.com/tag/machine-learning)
-   [#nlp](https://hashnode.com/tag/nlp)
-   [#bert](https://hashnode.com/tag/bert)
-   [#python](https://hashnode.com/tag/python)
-   [#huggingface](https://hashnode.com/tag/huggingface)

## Written by

[AKSHAY](https://hashnode.com/@akshayetukuri)

@akshayetukuri · Hyderabad, India

  
[View profile](https://hashnode.com/@akshayetukuri)

## Responses

Markdown supported · ⌘↵ to post

No responses yet.