Neural Networks and Deep Learning
I know what a neural network is
This lesson introduces the fundamental concept of neural networks, a key technology behind many mod…
Estimated Duration: 15–30 min
I know the basic structure of a neural network
In this lesson, you will learn about the fundamental building blocks of a neural network: layers an…
Estimated Duration: 15–30 min
I know what activation functions are
Activation functions are mathematical functions applied to neurons in a neural network to introduce…
Estimated Duration: 30–45 min
I know what backpropagation is
Backpropagation is a core algorithm that enables neural networks to learn by adjusting their intern…
Estimated Duration: 30–45 min
I know what gradient descent is
Gradient descent is a fundamental optimization algorithm used to train neural networks by minimizin…
Estimated Duration: 30–45 min
I know what deep learning is
Deep learning is a subset of machine learning that uses multi-layer neural networks to model comple…
Estimated Duration: 30–45 min
I know what convolutional neural networks (CNNs) are
Convolutional Neural Networks (CNNs) are a specialized type of neural network designed to process a…
Estimated Duration: 45–60 min
I know what recurrent neural networks (RNNs) are
Recurrent Neural Networks (RNNs) are a specialized type of neural network designed to handle sequen…
Estimated Duration: 45–60 min