In this tutorial, we build an end-to-end 3D medical image segmentation pipeline using MONAI to segment the spleen on the […]
Category: Tutorials
A Coding Implementation on Microsoft SkillOpt for Instrumented Prompt Optimization, Skill Evolution Analysis, and Baseline Comparison
In this tutorial, we implement an instrumented workflow for Microsoft SkillOpt. We set up the SkillOpt repository, connect it to […]
Building a Code Dataset Pipeline from NVIDIA Nemotron-Pretraining-Code-v3 Metadata with Streaming, Pandas, and tiktoken
In this tutorial, we work with NVIDIA’s Nemotron-Pretraining-Code-v3 dataset as a large-scale metadata index for code pretraining research. Instead of […]
NVIDIA cuTile Python Tutorial: Building Tiled GPU Kernels for Vector Addition, Matrix Addition, and Matrix Multiplication in Colab
In this tutorial, we implement an advanced hands-on workflow for NVIDIA cuTile Python, a tile-based GPU programming interface for writing […]
ClawHub Security Signals: A Coding Guide to End-to-End Security Signal Analysis and Verdict Classification on the AI Skills Dataset
In this tutorial, we use the ClawHub Security Signals dataset to examine how different security scanners assess AI skills and […]
Building Reflective Prompt Optimization with GEPA: Multi-Component Prompts, Structured Feedback, and Held-Out Validation
In this tutorial, we use GEPA as a reflective prompt-evolution framework to improve the way a language model solves arithmetic […]
A Hands-On Coding Tutorial on Qualcomm AI Hub Models for Classification, Object Detection, and Hardware-Aware Deployment
In this tutorial, we work through an end-to-end workflow for Qualcomm AI Hub Models. We start by setting up the […]
Microsoft Fara Tutorial: Run a Browser-Use Agent in Google Colab with a Mock OpenAI-Compatible Endpoint
In this tutorial, we set up Microsoft Fara in Google Colab and run a browser-use workflow from start to finish. […]
Building a Semantic Search Engine and Open-Status Classifier over the ResearchMath-14k Dataset
In this tutorial, we work with the amphora/ResearchMath-14k dataset, a collection of research-level mathematics problems mined from arXiv. We load […]
How to Build a Document Intelligence Backend with iii Using Workers, Functions, and Cron Triggers
In this tutorial, we build a document-intelligence workflow with iii. We begin by installing the iii engine and Python SDK, […]