Skylar Ahn

Learning Map

Relevant Learning

Study areas connected to AI training dataset quality management, visual dataset inspection, and human-in-the-loop labeling workflows.

AI / Data Quality

  • AI training dataset lifecycle
  • Data quality framework
  • Labeling guideline structure

Computer Vision

  • CNN fundamentals
  • Object detection datasets
  • COCO, KITTI, and nuScenes basics

Deep Learning

  • DNN and CNN fundamentals
  • RNN basics
  • Transformer fundamentals

Data Engineering Basics

  • Git workflow
  • Docker basics
  • Dataset pipeline structure
  • File and annotation format handling
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