Table of Contents Introduction to Recurrent Neural Networks with Keras and TensorFlow Introduction Configuring Your Development Environment Having Problems Configuring Your Development Environment? Project Structure What Are Sequential Data A Caveat: Masking and Padding Modeling Sequential Data with MLPs The…

Table of Contents Comparison Between BagofWords and Word2Vec A Brief Recap of BOW and Word2Vec Configuring Your Development Environment Having Problems Configuring Your Development Environment? Project Structure Configuring the Prerequisites Processing the Data Creating the Bag-of-Words Model Training the Bag-of-Words…

Table of Contents Word2Vec: A Study of Embeddings in NLP Introduction to Word2Vec Continuous Bag-of-Words (CBOW) Skip-Gram Configuring Your Development Environment Having Problems Configuring Your Development Environment? Project Structure Configuring the Prerequisites Building the Vocabulary Training the CBOW Architecture Implementing…

Table of Contents Introduction to the Bag-of-Words (BoW) Model Introduction to the BoW Model The Pros and Cons of BoW Configuring Your Development Environment Having Problems Configuring Your Development Environment? Project Structure Configuring the Prerequisites Processing Our Data for the…

Table of Contents Enhanced Super-Resolution Generative Adversarial Networks (ESRGAN) Preface Enhanced Super-Resolution GANs Configuring Your Development Environment Having Problems Configuring Your Development Environment? Project Structure Configuring the Prerequisites Implementing Data Processing Utilities Implementing the ESRGAN Architecture Building the Training Pipeline…

Table of Contents Computer Graphics and Deep Learning with NeRF using TensorFlow and Keras: Part 3 Configuring Your Development Environment Having Problems Configuring Your Development Environment? Project Structure NeRF Assemble NeRF Trainer Custom Callback Tying It All Together Inference Summary…

Table of Contents Computer Graphics and Deep Learning with NeRF using TensorFlow and Keras: Part 2 Configuring Your Development Environment Having Problems Configuring Your Development Environment? Project Structure Introduction to NeRF Input Data Pipeline Utility and Images Generate Rays Sample…

In the past, we’ve worked with datasets that have been pre-compiled and labeled for us — but what if we wanted to go about creating our own custom dataset and then training a CNN on it? In this tutorial, I’ll…

In this tutorial, we will be building a complete end-to-end application that can detect smiles in a video stream in real-time using deep learning along with traditional computer vision techniques. To accomplish this task, we’ll be training the LetNet architecture…