Search Results for: Recurrent Neural Networks

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 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 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 Long Short-Term Memory Networks Introduction Configuring Your Development Environment Having Problems Configuring Your Development Environment? Project Structure Modeling Sequential Data with RNNs The Problem with RNNs Long Short-Term Memory Networks Vanishing and Exploding Gradients Training and Visualizations…

We’ll study the fundamentals of neural networks in depth. We’ll start with a discussion of artificial neural networks and how they are inspired by the real-life biological neural networks in our own bodies. From there, we’ll review the classic Perceptron…

Table of Contents Exploring the Landscape of Machine Learning: Techniques, Applications, and Insights Introduction: The Power of Machine Learning in Modern Industries What Is Machine Learning? Understanding the Core Types of Machine Learning Techniques Supervised Learning: From Basics to Real-World…

Table of Contents Spotify Music Recommendation Systems Discover Weekly via Matrix Factorization How Discover Weekly Works? Matrix Factorization Alternating Least Squares RNNs for Music Discovery Playlist Recommendation Using Reinforcement Learning Overview World Model Design Action Head DQN Approach Summary Citation…

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 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…