Tutorials

Table of Contents Introduction to Infrared Vision: Near vs. Mid-Far Infrared Images What Is an Infrared Image? Near-Infrared Images Middle and Far-Infrared Images: Thermal Infrared Imaging Types of Infrared Cameras Near-Infrared or Night Vision Cameras Mid-Far-Infrared or Thermal Cameras What…

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 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…

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…

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 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 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…