Model Details
Model Description
Developed by: Yassine Chagna & Ahmed Ouidani
Model type: Cyberattack Detection
Language(s) (NLP): English
License: apache 2.0
Finetuned from model: mistralai/Mistral-7B-Instruct-v0.3
Uses
Direct Use
This model can be directly used for monitoring web access logs to detect potential cyber attacks.
Downstream Use
The model can be adapted for other types of logs and cyberattack detection scenarios.
Out-of-Scope Use
This model is not designed for general-purpose NLP tasks unrelated to cyberattack detection.
Recommendations
Users (both direct and downstream) should be made aware of the risks, biases, and limitations of the model. More information is needed for further recommendations.
Summary
Environmental Impact
Carbon emissions can be estimated using the Machine Learning Impact calculator presented in Lacoste et al. (2019).
- Hardware Type: T4 GPU
Technical Specifications [optional]
Model Architecture and Objective
The model uses the architecture of mistralai/Mistral-7B-Instruct-v0.3, fine-tuned for cyberattack detection on web access logs.
Compute Infrastructure
Hardware: Single T4 GPU
Software: PEFT 0.11.2.dev0
Framework versions
PEFT 0.11.2.dev0
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