Devjyoti Chakraborty

Table of Contents Image Translation with Pix2Pix Introduction Pix2Pix GAN Deconstructed Configuring Your Development Environment Having Problems Configuring Your Development Environment? Project Structure Configuring the Prerequisites Creating the Data Processing Pipeline Creating the Pix2Pix Architecture Building the Pix2Pix GAN Training…

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 Introduction to Natural Language Processing (NLP) Natural Language Processing Preface The Bare Beginnings of Natural Language Processing Natural Language Processing Finds Its Footing Rise of NLP Summary Citation Information Introduction to Natural Language Processing (NLP) Many times,…

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 Super-Resolution Generative Adversarial Networks (SRGAN) A Brief Recap of GANs Super-Resolution Using GANs Configuring Your Development Environment Having Problems Configuring Your Development Environment? Project Structure Creating the Configuration Pipeline Building the Data Processing Pipeline Implementing the SRGAN…

Table of Contents Attending to Channels Using Keras and TensorFlow Squeeze-and-Excitation Networks Configuring Your Development Environment Having Problems Configuring Your Development Environment? Project Structure Configuring the Prerequisites Preprocessing the CIFAR-10 Dataset Defining Our Training Model Architecture Training the Squeeze-and-Excitation Network…

Table of Contents Spatial Transformer Networks Using TensorFlow Configuring Your Development Environment Having Problems Configuring Your Development Environment? Project Structure Preparing the Configuration Script Implementing a Callback Function for Output GIF The Spatial Transformer Module The Classification Model Training the…