# Choosing safer LLMs: From LLM benchmarks to your production agents 🚀

July 21, 2026 | 5PM CEST

### LLM Security: 50+ Adversarial Probes you need to know.

[Download the guide](/content/knowledge/llm-security-50-adversarial-attacks-for-ai-red-teaming/index.html)

# Mostafa Ibrahim

### How to address Machine Learning Bias in a pre-trained HuggingFace text classification model?

Machine learning models, despite their potential, often face issues like biases and performance inconsistencies. As these models find real-world applications, ensuring their robustness becomes paramount. This tutorial explores these challenges, using the Ecommerce Text Classification dataset as a case study. Through this, we highlight key measures and tools, such as Giskard, to boost model performance.

Mostafa Ibrahim](/content/knowledge/using-giskard-to-address-bias-in-a-hugging-face-model/index.html)

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