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Table of Contents Computer Vision and Deep Learning for Transportation Benefits Safety and Reliability Efficiency Pollution Applications Road Transport Truck Platooning Traffic Management Aviation Railway Transport Intelligent Train Automation Operational Intelligence Asset Intelligence Shipping, Navigation, and Ports Maritime Shipping and…

Table of Contents A Deep Dive into Transformers with TensorFlow and Keras: Part 2 A Brief Recap The Land of Attention Connecting Wires Skip Connections Layer Normalization Feed-Forward Network Positional Encoding Summary Citation Information A Deep Dive into Transformers with…

Table of Contents Computer Vision and Deep Learning for Oil and Gas Benefits Security Production Optimization and Estimation Reduce Production and Maintenance Costs Applications Maintenance Predictive Maintenance Maintenance Using Digital Twins Maintaining Blowout Preventers Optimization Optimized Reservoir Management Optimized Procurement…

Table of Contents CycleGAN: Unpaired Image-to-Image Translation (Part 1) Introduction Unpaired Image Translation CycleGAN Pipeline and Training Loss Formulation Adversarial Loss Cycle Consistency Summary Citation Information CycleGAN: Unpaired Image-to-Image Translation (Part 1) In this tutorial, you will learn about image-to-image…

Table of Contents A Deep Dive into Transformers with TensorFlow and Keras: Part 1 Introduction The Transformer Architecture Encoder Decoder Evolution of Attention Version 0 Version 1 Version 2 Problems Solution Scaling of the Dot Product Version 3 Version 4…

Table of Contents Neural Machine Translation with Luong’s Attention Using TensorFlow and Keras Introduction Configuring Your Development Environment Having Problems Configuring Your Development Environment? Project Structure Luong’s Attention Encoder Architecture Decoder Architecture Input Feeding Approach Implementing Luong’s Attention Summary Citation…

Table of Contents Computer Vision and Deep Learning for Electricity Benefits Efficiency Reliability Security Applications Fault Prediction and Maintenance Efficient Decision-Making Energy Trading Losses Due to Informal Connections Challenges Data Protection and Security Power Consumption Lack of Knowledge, Data, and…

Table of Contents Neural Machine Translation with Bahdanau’s Attention Using TensorFlow and Keras Introduction Configuring Your Development Environment Having Problems Configuring Your Development Environment? Project Structure RNN Encoder-Decoder Learning to Align and Translate Encoder Decoder Code Walkthrough Configuring the Prerequisites…

Table of Contents Multi-Task Learning and HydraNets with PyTorch Solving a Multi-Task Learning Project Creating a Multi-Task DataLoader with PyTorch Data Dataset INIT LEN GET_ITEM DataLoaders Model Definition Training: Loss Functions Training Loop Conclusion Citation Information Multi-Task Learning and HydraNets…