You can use TensorFlow.js (includes full Keras API in JavaScript) to build advanced computer vision apps with client-side inference (and even training). Check out this example:https://medium.com/tensorflow/a-look-at-how-we-built-the-emoji-scavenger-hunt-using-tensorflow-js-3d760a7ebfe6?linkId=58001921 …
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In most cases using the features of the last conv layer for feature extraction is preferable
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It’s also worth noting that the emoji scavenger hunt demo uses the pre-softmax logits as the input to the second model, which tends to work quite well. It’s also the activation used in teachable machine with KNN
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