Computer Vision
English Letter Recognition Model
A letter-recognition project that uses image classification to practice preparing image data, training a model, and checking where recognition succeeds or fails.
Period
May 2025
Tools / Tech
PythonComputer VisionMachine LearningImage Classification
Why I built it
Letter recognition is simple to understand but still exposes real computer-vision issues around image quality, model capacity, and evaluation.
Links
What it includes
- Works with image data for English letter recognition.
- Focuses on classification workflow and evaluation.
- Provides a concrete computer-vision practice case beyond tabular data.
What I worked on
- Organized the recognition workflow around image classification.
- Connected ML concepts with visual input data.
- Reviewed classification behavior beyond a single accuracy score.
What I Learned
- Learned how image data changes modeling assumptions.
- Practiced evaluating classification behavior through errors and examples.
- Built a foundation for later computer-vision projects.