Blog

Practical write-ups on AI engineering: training computer vision models, building RAG and multi-agent systems, and what I learned shipping them.

• 3 November 2026 · 9 min read

  Train YOLOv8 on a Custom Dataset in Google Colab

  Step-by-step guide to training YOLOv8 on your own dataset in Google Colab: dataset format, data.yaml, training, metrics, inference and export.

  • YOLOv8
  • Computer Vision
  • Object Detection
  • Google Colab
  • Python
• 3 November 2026 · 11 min read

  YOLOv8 Metrics Explained: Precision, Recall and mAP

  What precision, recall, mAP50 and mAP50-95 really mean in YOLOv8, explained with real training results from four of my models, and how to act on them.

  • YOLOv8
  • Computer Vision
  • Object Detection
  • Model Evaluation
  • Machine Learning