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ijyliu / computer-vision-project

Using classical and neural image embeddings and finetuned end-to-end networks to achieve top-tier performance on a vehicle type classification task. Containerized and deployed model as a web app
https://cv-web-app-3m4f2rmfzq-uc.a.run.app/
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Further Dimensionality Reduction #66

Open ijyliu opened 2 months ago

ijyliu commented 2 months ago

Consider PCA'ing down to 90% of variance explained.

For the All_Features PCA, this MIGHT make it possible to run models on laptops (750 features still a lot though)

could also go down to 85%, that is another common heuristic

ijyliu commented 2 months ago

not really a good idea, pca clearly seems to degrade performance