Tutorials

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 Ensuring Your Research Stays Visible and General Tips Camera Ready and Acknowledgments Open Source (arXiv, GitHub, and Project Page) Social Media Patents Submitting to Workshops and Journals Preparing Poster and Video Attending the Conference General Tips Reviewing…

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…

Table of Contents Achieving Optimal Speed and Accuracy in Object Detection (YOLOv4) Configuring Your Development Environment Having Problems Configuring Your Development Environment? Introduction to YOLOv4 Components in an Object Detector Bag of Freebies (BoF) Bag of Specials (BoS) YOLOv4 Architecture…

Table of Contents An Incremental Improvement with Darknet-53 and Multi-Scale Predictions (YOLOv3) Configuring Your Development Environment Having Problems Configuring Your Development Environment? Introduction to YOLOv3 What Is YOLO? Darknet-53 Network Architecture Pretraining Stage Detection Stage Prediction Across Three Scales Class…

Table of Contents Planning Next Steps When Things Don’t Work Out Research Frustrations Making a Research Diary Stick with Your Research Keep the Discussion Going Retrospection Paper Rejections Understand the Reason for Rejection Reading the Reviews Deciding Where to Submit…