Week 7 - Overfitting and Regularization

This week we will...

cover the following topics:

• Important terms in machine learning

• Overfitting and regularization

• Model quality criteria

• Introduction to neural nets

Learning Resources

4MB

251204_Overfitting and Model Evaluation.pdf

PDF

Open

• Graphical tool for the definition and estimation of neural networks for different example datasets

• Example of the effect of overfitting and regularization

Until next week you should...

• watch the videos of the sections “Neural networks intuition” and “TensorFlow implementation” from week 1 of the course Advanced Learning Algorithms from DeepLearning.AI

• further extend the dataset with additional variables that could be relevant for estimating revenue.

• further test your baseline model's predictive performance on Kaggle!