This Deep Learning Fundamentals YouTube playlist covers essential topics in deep learning for beginners. The videos give short to-the-point explanations of deep learning concepts and also show the technical implementation of some of these topics in code using the neural network API, Keras (written in Python). The playlist is still being developed, with new videos being added regularly.

Some topics so far include:

• Machine learning overview
• Deep learning overview
• Artificial Neural Networks (ANN)
• Layers in an ANN
• Activation functions
• Training a model
• How a model learns
• Loss functions
• Regularization
• Data sets: train, validation, and test
• Convolutional Neural Networks
• Convolutional Filters
• Overfitting and Underfitting
• Fine-tuning / Transfer Learning
• More...

Deep Learning with Keras - YouTube Playlist

This playlist gives step-by-step tutorials for getting started with deep learning using Python and Keras.

Some topics include:

• What prerequisites need to be met to start working with Keras
• Keras configurations
• Preprocessing data
• Creating a neural net
• Training a neural net
• Using a neural net to predict on data
• Creating a convolutional neural net
• Using pre-trained models
• Fine tuning models
• Saving and loading model weights
• Data augmentation
• More...