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Table of Contents Getting Used to Docker for Machine Learning Introduction A Quick Recap Dockerfile > Docker Image > Docker Container Dockerfile Docker Image Docker Container Example: Deploying a Flask API Container from Scratch Python Code for Flask API to…
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Table of Contents Learning JAX in 2023: Part 1 — The Ultimate Guide to Accelerating Numerical Computation and Machine Learning 🙌🏻 Introduction Configuring Your Development Environment Having Problems Configuring Your Development Environment? 🤔 What Is JAX? autograd XLA 👀 What…
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Table of Contents OAK-D: Understanding and Running Neural Network Inference with DepthAI API Introduction Configuring Your Development Environment Having Problems Configuring Your Development Environment? Project Structure Introduction to DepthAI DepthAI Software Stack DepthAI API Pipeline Device API Connection Messages Node…
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Backpropagation is arguably the most important algorithm in neural network history — without (efficient) backpropagation, it would be impossible to train deep learning networks to the depths that we see today. Backpropagation can be considered the cornerstone of modern neural…
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Recently, we’ve spent a reasonable amount of time discussing image fundamentals, types of learning, and even a four-step pipeline we can follow when building our own image classifiers. But we have yet to build an actual image classifier of our…
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In this post, I interview Brandon Gilles, a longtime PyImageSearch reader, and creator of the OpenCV AI Kit (OAK), which is revolutionizing how we are performing embedded computer vision and deep learning. To celebrate the 20th anniversary of the OpenCV…
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Last updated on July 9, 2021. In this tutorial, you will learn how to use OpenCV to stream video from a webcam to a web browser/HTML page using Flask and Python. Ever have your car stolen? Mine was stolen over…
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Whether you’re interested in learning how to apply facial recognition to video streams, building a complete deep learning pipeline for image classification, or simply want to tinker with your Raspberry Pi and add image recognition to a hobby project, you’ll…
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Today we are going to discuss a fundamental developer, engineer, and computer scientist skill — command line arguments using Python argparse. Specifically, we’ll be discussing: What are command line arguments Why we use command line arguments How to parse command…
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