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6 docs tagged with "training"

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Backbones

Backbones are also referred to as Feature Extractors in a 2D Convolutional Neural Network. At GQC, we have explored different backbones ranging from ResNet18, 34, 50 and 101.

Insights on Training and Prediction

We use fastai to train majority of the CCTV AI models. The fastai framework was chosen as it a gave a nice wrapper around pytorch and allowed us to use best practices with the training routines.

Loss functions

Loss functions guide your optimizer to take a step in the correct direction (direction of the global minima). For different tasks, different loss functions are used.

Questions

The questions before the tracked timeline here are available in ai3-hackathon repository under docs/judges.