# Optimizing Neural Networks

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In this lecture, we dive deeper (pun intended) into training deep neural networks. We'll explore key techniques for optimizing their performance.

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__Learning outcomes:__  

* Understand Stochastic Gradient Descent (SGD)
* Be familiar with hyperparameter search methods
* Understand learning rate schedulers and their role in training
* Understand adaptive learning algorithms