Blog

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…

Table of Contents Neural Machine Translation Introduction Configuring Your Development Environment Having Problems Configuring Your Development Environment? Probabilistic Overview of Neural Machine Translation Math Behind Neural Machine Translation What Lies Ahead? Dataset Summary Citation Information Neural Machine Translation In this…

Table of Contents Computer Vision and Deep Learning for Agriculture Benefits Minimizing Risk and Cost and Maximizing Yield Right Decision Making Applications Farming: Livestock, Poultry, and Fish Yield Estimation and Maximization Monitoring Challenges Uncertain Factors Data Cost and Scarcity Cost…

Table of Contents Introduction to TFRecords Introduction Configuring Your Development Environment Having Problems Configuring Your Development Environment? Project Structure What Are TFRecords? Building Your Own TFRecords Build a TFRecord Serialization Advanced TFRecord Generation Summary Reference Citation Information Introduction to TFRecords…

Hey everyone, welcome to another blog post where we talk with students from PyImageSearch. Today we are joined by Peter Ip, a Chief Data Scientist. Ritwik: So Peter, maybe you could start by introducing yourself? What do you do, where…