# \#ml
**URL:** https://discourse.ossbase.org/tag/ml/13.md
[Latest](https://discourse.ossbase.org/latest.md) · [Categories](https://discourse.ossbase.org/categories.md) · [Tags](https://discourse.ossbase.org/tags.md)
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## [AI datasets and VLAI model](https://discourse.ossbase.org/t/ai-datasets-and-vlai-model/105)
**Author:** [@cedric](https://discourse.ossbase.org/u/cedric)\
**Replies:** 8\
**Last updated:** [October 31, 2025, 5:30pm UTC](https://discourse.ossbase.org/t/ai-datasets-and-vlai-model/105 "2025-10-31T17:30:34Z")
Introduction At CIRCL (Computer Incident Response Center Luxembourg), we faced the challenge of evaluating vulnerabilities with only partial information often just a textual description. To address this, we built an NLP…
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## [VLAI Hugging Face Set](https://discourse.ossbase.org/t/vlai-hugging-face-set/115)
**Author:** [@cedric](https://discourse.ossbase.org/u/cedric)\
**Replies:** 0\
**Last updated:** [July 17, 2025, 7:05am UTC](https://discourse.ossbase.org/t/vlai-hugging-face-set/115 "2025-07-17T07:05:46Z")
We’ve updated our datasets and models supporting the AI and NLP components (VLAI) of the Vulnerability-Lookup project. You can explore the latest resources here: :link: VLAI - a CIRCL Collection Our datasets now encom…
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## [ML-Gateway - A FastAPI-based local server designed to load one or more pre-trained NLP models](https://discourse.ossbase.org/t/ml-gateway-a-fastapi-based-local-server-designed-to-load-one-or-more-pre-trained-nlp-models/103)
**Author:** [@cedric](https://discourse.ossbase.org/u/cedric)\
**Replies:** 0\
**Last updated:** [June 5, 2025, 6:15am UTC](https://discourse.ossbase.org/t/ml-gateway-a-fastapi-based-local-server-designed-to-load-one-or-more-pre-trained-nlp-models/103 "2025-06-05T06:15:55Z")
ML-Gateway ML-Gateway implements a FastAPI-based local server designed to load one or more pre-trained NLP models during startup and expose them through a clean, RESTful API for inference. For example, it leverages th…