How to set up the Hyperparameters of a Neural Network @misraturp
How to set up the Hyperparameters of a Neural Network  @misraturp
Uploaded October 2022 | Updated September 2026, 2 hours ago
Neural Networks have a lot of knobs and buttons you have to set correctly to get the best possible performance out of it. Although some of them are self-explanatory and easy to understand (like the number of neurons in the input layer) and choose, there are many hyperparameters that are a bit more complex in terms of how they affect the outcome of the model (e.g. number of layers, the batch size or weight initialization).

In this hands-on tutorial, we will learn how to change the values for the hyperparameteres we learned about in the previous lessons in implementation. Specifically in Python and Keras.

Previous lesson: youtu.be/4GGHaBpTV9w
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How to set up the Hyperparameters of a Neural NetworkWhy do we split data into train test and validation sets?How to Solve Vanishing Gradients in Keras and PythonEpisode 20 - A look into Women in Data with Sadie St. LawrenceWhy Regularization Lowers OverfittingHow to Download WikipediaSetting up the Prerequisites to Build your First Neural NetworkFeature Engineering: Integrate a new data source into your datasetEpisode 19 - Helping the government work better with AI with Nicole Janeway BillsPart 3: Training the Neural NetworkHow to Choose the Correct Initializer for your Neural NetworkNormalizing data for better Neural Network performance
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How to set up the Hyperparameters of a Neural Network

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