Neural Networks for Regression

Topic 13: Neural Networks for Regression

• Lecture Video:

• Lecture Slides: Slides

• References:

  • The Math behind Artificial Neural Networks

  • Deep Learning: An Introduction for Applied Mathematicians

• Concept Quiz: Quiz

Topic 14: Optimizing Neural Networks

• Lecture Video:

• Lecture Slides: Slides

• References:

  • Gradient Descent Algorithm and Its Variants

• Concept Quiz: Quiz

Topic 15: Implementing Neural Networks in keras

• Lecture Video:

• Lecture Slides: Slides

• References:

  • Building Neural Network using keras for Regression

• Concept Quiz: Quiz

Exploratory Notebooks

Neural Networks for Regression