AIAI New York, 2025

In this tutorial, we construct an end-to-end NVIDIA NeMo AutoModel workflow in Google Colab and use a single GPU to discover the identical configuration-driven coaching structure that scales to distributed multi-GPU environments. We confirm the accessible CUDA {hardware} and precision assist, set up NeMo AutoModel immediately from its supply repository, load an official Qwen3-0.6B LoRA…

In this tutorial, we analyze NVIDIA garak as a sensible framework for defensive LLM red-teaming. We begin by organising Garak, then transfer by means of plugin discovery, dry runs, real-model scans, multi-probe evaluations, report evaluation, customized probe creation, customized detector creation, and AVID export. Instead of operating solely a single scan, we use Garak end-to-end…