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Finalize optimizer API about pennylane HOT 3 CLOSED

pennylaneai avatar pennylaneai commented on August 20, 2024
Finalize optimizer API

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Comments (3)

mariaschuld avatar mariaschuld commented on August 20, 2024

Happy to help coding something up if needed!

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josh146 avatar josh146 commented on August 20, 2024

I agree with having a GD optimizer that works without data if possible 👍

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co9olguy avatar co9olguy commented on August 20, 2024

I discussed with @mariaschuld about this and she will proceed with these for now based on a new branch bare_opt that I committed on Friday.

The goal is to build basic optimizer objects which implement a simple mathematical operation, without any built-in assumptions that the user is doing ML, mathematical optimization, or anything really. These optimizers will carry out one step of optimization at a time, while preserving state (learning_rate, momentum, etc). There should be no notion of "data" or "weights". We can then build the higher-level ML focused trainers (with hyperparameters, regularization, etc) on top of these

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