This course teaches how to use Keras with TensorFlow to prepare and process data for artificial neural networks, build and train artificial neural networks, create and train convolutional neural networks (CNNs), implement fine-tuning and transfer learning, and more. The course covers skills such as data processing, model building, training, validation, prediction, confusion matrix creation, model saving and loading, image preparation, fine-tuning, transfer learning, mobile image classification, data augmentation, and collective intelligence. The teaching method includes video lectures and practical coding examples. This course is intended for beginners interested in deep learning, neural networks, and Python programming.
Keras with TensorFlow Course - Python Deep Learning and Neural Networks for Beginners Tutorial
via freeCodeCamp
Overview
Syllabus
) Welcome to this course.
) Keras Course Introduction.
) Course Prerequisites.
) DEEPLIZARD Deep Learning Path.
) Course Resources.
) About Keras.
) Keras with TensorFlow - Data Processing for Neural Network Training.
) Create an Artificial Neural Network with TensorFlow's Keras API.
) Train an Artificial Neural Network with TensorFlow's Keras API.
) Build a Validation Set With TensorFlow's Keras API.
) Neural Network Predictions with TensorFlow's Keras API.
) Create a Confusion Matrix for Neural Network Predictions.
) Save and Load a Model with TensorFlow's Keras API.
) Image Preparation for CNNs with TensorFlow's Keras API.
) Build and Train a CNN with TensorFlow's Keras API.
) CNN Predictions with TensorFlow's Keras API.
) Build a Fine-Tuned Neural Network with TensorFlow's Keras API.
) Train a Fine-Tuned Neural Network with TensorFlow's Keras API.
) Predict with a Fine-Tuned Neural Network with TensorFlow's Keras API.
) MobileNet Image Classification with TensorFlow's Keras API.
) Process Images for Fine-Tuned MobileNet with TensorFlow's Keras API.
) Fine-Tuning MobileNet on Custom Data Set with TensorFlow's Keras API.
) Data Augmentation with TensorFlow' Keras API.
) Collective Intelligence and the DEEPLIZARD HIVEMIND.
Taught by
freeCodeCamp.org
