Table of Contents Introduction to Autoencoders What Are Autoencoders? How Autoencoders Achieve High-Quality Reconstructions? Revisiting the Story Types of Autoencoder Vanilla Autoencoder Convolutional Autoencoder (CAE) Denoising Autoencoder Sparse Autoencoder Variational Autoencoder (VAE) Sequence-to-Sequence Autoencoder What Are the Applications of Autoencoders?…

Table of Contents CycleGAN: Unpaired Image-to-Image Translation (Part 3) Configuring Your Development Environment Need Help Configuring Your Development Environment? Project Structure Implementing CycleGAN Training Implementing Training Callback Implementing Data Pipeline and Model Training Perform Image-to-Image Translation Summary Citation Information CycleGAN:…

Table of Contents CycleGAN: Unpaired Image-to-Image Translation (Part 2) Apples2Oranges Dataset Configuring Your Development Environment Need Help Configuring Your Development Environment? Project Structure Creating Our Configuration File Preprocessing Our Dataset Implementing the CycleGAN Architecture Summary Citation Information CycleGAN: Unpaired Image-to-Image…

Table of Contents Hand Gesture Recognition with YOLOv8 on OAK-D in Near Real-Time Introduction Configuring Your Development Environment Need Help Configuring Your Development Environment? Project Structure YOLOv8 Model Export to OAK Configuring the Prerequisites Defining the Utilities Creating the Images…

Table of Contents Training the YOLOv8 Object Detector for OAK-D Introduction A Primer on YOLOv8 Configuring Your Development Environment Need Help Configuring Your Development Environment? About the Dataset YOLOv8 Label Format Hand Gesture Recognition Dataset YOLOv8 Training Selecting the Model…

Table of Contents What’s Behind PyTorch 2.0? TorchDynamo and TorchInductor (primarily for developers) Technology Behind PyTorch 2.0 TorchDynamo TorchInductor AOT Autograd PrimTorch Configuring Your Development Environment Installation Verification Need Help Configuring Your Development Environment? Project Structure Accelerating DNNs Using TorchDynamo…

Table of Contents Learning JAX in 2023: Part 3 — A Step-by-Step Guide to Training Your First Machine Learning Model with JAX Configuring Your Development Environment Having Problems Configuring Your Development Environment? 🚝 Train a Simple Model with JAX Build…

Table of Contents Deploying a Custom Image Classifier on an OAK-D Introduction Configuring Your Development Environment Having Problems Configuring Your Development Environment? Project Structure Deploying the Model on OAK Configuring the Prerequisites Defining the Utilities Creating the Images Pipeline Creating…

Table of Contents What’s New in PyTorch 2.0? torch.compile Configuring Your Development Environment Installation Verification Overview of PyTorch 2.0 What’s New in PyTorch 2.0? torch.compile torch.compile Definition Accelerating DNNs with PyTorch 2.0 Project Structure Accelerating Convolutional Neural Networks Parsing Command…