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Table of Contents Introduction to Causality in Machine Learning Correlation and Causation Case Study 1: A “Marvelous” Problem Scenario 1: A Direct Cause Scenario 2: Reversing the Cause and Effect Scenario 3: Investigating a Hidden Cause Causal Thinking Case Study…

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…

Are you tired of hearing buzzwords like “Machine Learning”, “Large Language Models”, and “AGI” everywhere you go, without understanding what they actually mean? If so, you’ve come to the right place. At PyImageSearch, we specialize in breaking down these complex…

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…

Table of Contents Training and Making Predictions with Siamese Networks and Triplet Loss Configuring Your Development Environment Having Problems Configuring Your Development Environment? Project Structure Training Our Siamese Network Model with Triplet Loss Making Predictions with Our Siamese Network Based…

Table of Contents Train a MaskFormer Segmentation Model with Hugging Face 🤗 Transformers Project Structure Requirements Bonus An Introduction to Image Segmentation What Is MaskFormer? 🤗Transformers Ecosystem How to Train an Instance Segmentation Model with MaskFormer? Setup Loading the Dataset…