This tutorial is an adaptation of the NumPy Tutorial from Tensorflow.org. To run this tutorial, I assume you already have access to the WAVE HPC with a user account and the ability to open a terminal ...

Abstract: Intrusion detection is one of the important security problems in todays cyber world. A significant number of techniques have been developed which are based on machine learning approaches.

**Prompt distillation** (also called context distillation) transfers knowledge embedded in a system prompt into the model's weights. The idea: 1. **Teacher**: Generate labels using a detailed system ...

In tutorial 04, we wrote a GRPO training loop from scratch: sample completions, grade them, compute advantages, build datums, train. That works, but every new task would repeat the same boilerplate.