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Computer Vision: YOLO Custom Object Detection with Colab GPU

Курс от Packt

Начальный≈ 13.7 чАнглийский

О курсе

Updated in May 2025. This course now features Coursera Coach! A smarter way to learn with interactive, real-time conversations that help you test your knowledge, challenge assumptions, and deepen your understanding as you progress through the course. In this comprehensive course, you'll dive into the world of real-time object detection with YOLO, one of the most powerful algorithms for detecting objects in images and videos. The course begins with an introduction to YOLO and object detection, followed by setting up your development environment with Anaconda and installing essential libraries like OpenCV. A review of Python basics ensures you are equipped with the necessary programming knowledge before delving into convolutional neural networks (CNNs). Once your environment is ready, the course progresses into more advanced topics such as implementing YOLO for pre-trained object detection. You’ll explore practical examples, including detecting objects in images, videos, and live webcam feeds. The course then takes you through custom training with YOLOv4, where you will learn to collect and label data, train-test split, and prepare Darknet for training your own models. Each phase of custom training is covered step by step, including synchronization with Google Colab and Drive, testing Darknet, and fine-tuning the training process. By the end of the course, you'll be adept at training YOLO models for specific use cases, including the detection of various objects and even custom challenges such as COVID-19 detection. Along the way, you'll troubleshoot common issues like GPU usage limits in Colab and explore real-world case studies to solidify your understanding. No prior knowledge of YOLO is required, but a basic understanding of machine learning concepts will be helpful. This course is designed for data scientists, machine learning engineers, and computer vision enthusiasts who are familiar with Python programming.

Навыки, которые вы освоите

Computer Vision Model Training Deep Learning Convolutional Neural Networks Development Environment Real Time Data Data Preprocessing Model Evaluation Software Installation Fine-tuning Data Collection Transfer Learning Image Analysis Machine Learning Algorithms Applied Machine Learning Python Programming

Программа курса

26 модулей · 76 учебных материалов

01Course Introduction and Table of Contents2 материалов

Course Introduction and Table of Contents

Course Introduction and Table of ContentsВидео Full Course ResourcesЧтение

02Introduction to You Only Look Once (YOLO) Object Detection2 материалов

Introduction to You Only Look Once (YOLO) Object Detection

Introduction to You Only Look Once (YOLO) Object DetectionВидео

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Packt - Course Instructors

Преподаватель курса

Understanding YOLO Object DetectionDIALOGUE

03Environment Setup - Installing Anaconda3 материалов

Environment Setup - Installing Anaconda

Environment Setup - Installing AnacondaВидео Setting Up Python Environment with AnacondaDIALOGUE Assessment 1Задание

05Installing OpenCV Library2 материалов

Installing OpenCV Library

Installing OpenCV LibraryВидео Installing and Verifying OpenCV in AnacondaDIALOGUE

06Introduction to Convolutional Neural Networks (CNNs)3 материалов

Introduction to Convolutional Neural Networks (CNNs)

Introduction to Convolutional Neural Networks (CNNs)Видео Exploring Convolutional Neural NetworksDIALOGUE Assessment 2Задание

08You Only Look Once (YOLO) Pre-Trained Object Detection from an Image – Non-Maximum Suppression (NMS)3 материалов

You Only Look Once (YOLO) Pre-Trained Object Detection from an Image – Non-Maximum Suppression (NMS)

You Only Look Once (YOLO) Pre-Trained Object Detection from an Image – Non-Maximum Suppression (NMS) - Part 1Видео You Only Look Once (YOLO) Pre-Trained Object Detection from an Image – Non-Maximum Suppression (NMS) - Part 2Видео Applying Non-Maximum Suppression with YOLODIALOGUE

09You Only Look Once (YOLO) Pre-Trained Object Detection from a Real-Time Webcam Video3 материалов

You Only Look Once (YOLO) Pre-Trained Object Detection from a Real-Time Webcam Video

You Only Look Once (YOLO) Pre-Trained Object Detection from a Real-Time Webcam VideoВидео Setting Up Real-Time Object Detection with OpenCVDIALOGUE Assessment 3Задание

10You Only Look Once (YOLO) Pre-Trained Object Detection from a Pre-Saved Video2 материалов

You Only Look Once (YOLO) Pre-Trained Object Detection from a Pre-Saved Video

You Only Look Once (YOLO) Pre-Trained Object Detection from a Pre-Saved VideoВидео Adapting Object Detection to Pre-Recorded VideosDIALOGUE

11Introduction to the Custom-Trained You Only Look Once (YOLO) Model2 материалов

Introduction to the Custom-Trained You Only Look Once (YOLO) Model

Introduction to the Custom-Trained You Only Look Once (YOLO) ModelВидео Creating a Custom Object Detection ModelDIALOGUE

13You Only Look Once v4 (YOLOv4) Custom Training Phase 2 - Data Collection3 материалов

You Only Look Once v4 (YOLOv4) Custom Training Phase 2 - Data Collection

Data Collection - Part 1Видео Data Collection - Part 2Видео Gathering and Preparing Image Data for Machine LearningDIALOGUE

14You Only Look Once v4 (YOLOv4) Custom Training Phase 2 - Image Labelling3 материалов

You Only Look Once v4 (YOLOv4) Custom Training Phase 2 - Image Labelling

Image Labelling - Part 1Видео Image Labelling - Part 2Видео Labeling Images for a Custom YOLO ModelDIALOGUE

15You Only Look Once v4 (YOLOv4) Custom Training Phase 2 - Train Test Split3 материалов

You Only Look Once v4 (YOLOv4) Custom Training Phase 2 - Train Test Split

You Only Look Once v4 (YOLOv4) Custom Training Phase 2 - Train Test SplitВидео Splitting Datasets for Training and TestingDIALOGUE Assessment 5Задание

16You Only Look Once v4 (YOLOv4) Custom Training Phase 2 - Data Preparation3 материалов

You Only Look Once v4 (YOLOv4) Custom Training Phase 2 - Data Preparation

Data Preparation - Part 1Видео Data Preparation - Part 2Видео Ensuring Uniform Data Formats in Image ProcessingDIALOGUE

17You Only Look Once v4 (YOLOv4) Custom Training Phase 3 – Data Sync3 материалов

You Only Look Once v4 (YOLOv4) Custom Training Phase 3 – Data Sync

Preparing Files Sync to DriveВидео Connecting Colab and DriveВидео Setting Up Google Colab with GPUDIALOGUE

18You Only Look Once v4 (YOLOv4) Custom Training Phase 4 - Compile and Test Darknet5 материалов

You Only Look Once v4 (YOLOv4) Custom Training Phase 4 - Compile and Test Darknet

Compile and Test Darknet - Part 1Видео Compile and Test Darknet - Part 2Видео Compile and Test Darknet - Part 3Видео Managing the Google Colab EnvironmentDIALOGUE Assessment 6Задание

19You Only Look Once v4 (YOLOv4) Custom Training Phase 5 - Chart and Training Progress Analysis2 материалов

You Only Look Once v4 (YOLOv4) Custom Training Phase 5 - Chart and Training Progress Analysis

You Only Look Once v4 (YOLOv4) Custom Training Phase 5 - Chart and Training Progress AnalysisВидео Training YOLOv4 for Image RecognitionDIALOGUE

20You Only Look Once v4 (YOLOv4) Custom Training Phase 5 - Finalizing Training Download Weights2 материалов

You Only Look Once v4 (YOLOv4) Custom Training Phase 5 - Finalizing Training Download Weights

You Only Look Once v4 (YOLOv4) Custom Training Phase 5 - Finalizing Training Download WeightsВидео Analyzing Model Training Metrics and DecisionsDIALOGUE

21Colab GPU Usage Limit Issue3 материалов

Colab GPU Usage Limit Issue

Colab GPU Usage Limit IssueВидео Managing Google Colab GPU QuotaDIALOGUE Assessment 7Задание

22OpenCV Upgrade for You Only Look Once v4 (YOLOv4)2 материалов

OpenCV Upgrade for You Only Look Once v4 (YOLOv4)

OpenCV Upgrade for You Only Look Once v4 (YOLOv4)Видео Updating OpenCV to 4.4 Using PythonDIALOGUE

23You Only Look Once v4 (YOLOv4) Pre-Trained Object Recognition from an Image and a Video3 материалов

You Only Look Once v4 (YOLOv4) Pre-Trained Object Recognition from an Image and a Video

You Only Look Once v4 (YOLOv4) Pre-Trained Object Recognition from an Image and a VideoВидео Updating YOLO Configuration FilesDIALOGUE Assessment 8Задание

24You Only Look Once v4 (YOLOv4) Custom Coronavirus Detection from an Image2 материалов

You Only Look Once v4 (YOLOv4) Custom Coronavirus Detection from an Image

You Only Look Once v4 (YOLOv4) Custom Coronavirus Detection from an ImageВидео Implementing YOLO for Specific Object DetectionDIALOGUE

25You Only Look Once v4 (YOLOv4) Custom Coronavirus Detection from a Video3 материалов

You Only Look Once v4 (YOLOv4) Custom Coronavirus Detection from a Video

You Only Look Once v4 (YOLOv4) Custom Coronavirus Detection from a VideoВидео Implementing Video Object Detection with YOLODIALOGUE Assessment 9Задание

26Other Sample Real-World Case Studies3 материалов

Other Sample Real-World Case Studies

Other Sample Real-World Case StudiesВидео Full Course Practice AssessmentЗадание Full Course AssessmentЗадание