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AI/ML / archived

Cattle Breed Identification System

An ensemble-based AI tool capable of classifying 41 Indian cattle breeds using Vision Transformers and image preprocessing techniques..

Cattle Breed Identification System project preview
Actual project interface / archived

The problem.

Explore image classification across 41 Indian cattle breeds.

My contribution.

Designed and implemented the application described in this project, including its core workflow and supporting interface.

How the parts connect.

  1. HuggingFace Gradio Space

    Part of the project architecture.

  2. Vision Transformer (ViT) Backbone

    Part of the project architecture.

  3. Softmax 41-Class Classification Head

    Part of the project architecture.

  4. Confidence Score Analytics.

    Part of the project architecture.

The decisions.

Connect the parts

HuggingFace Gradio Space -> Vision Transformer (ViT) Backbone -> Softmax 41-Class Classification Head -> Confidence Score Analytics.

Keep the workflow focused

Recognition of 41 unique cattle breeds

Build, test, deliver.

What to keep in mind.

This is a portfolio study. No independently verified performance or accuracy benchmark is claimed.

Repository availability and external demonstrations can change; consult the source for current setup and limitations.