YOLOv8: Object Detection, Tracking & Web App in Python 2023

YOLOv8: Object Detection, Tracking & Web App in Python 2023, available at $84.99, has an average rating of 4.06, with 46 lectures, based on 407 reviews, and has 3638 subscribers.

You will learn about Introduction to YOLO Fundamentals of YOLOv8 How to run a YOLOv8 program for Object Detection, Segmentation, Classification How to find the appropriate dataset Data annotation/labeling/ Automatic Dataset Splitting Training YOLOv8 on Custom Dataset How to train YOLOv8 using custom dataset, transfer learning and resume training Visualize the Training Performances Multiple Object Tracking using YOLOv8 Object Segmentation using YOLOv8 How to train YOLOv8 Segmentation using custom dataset, transfer learning and resume training YOLOv8 Segmentation with Multiple Object Tracking Integrating YOLOv8 with Flask for Web App Development Potholes Detection using YOLOv8 Personal Protective Equipment Detection using YOLOv8 Pen and Book Detection using YOLOv8 Traffic Counting using YOLOv8 and DeepSORT Object Tracking Car Velocity Calculation + Traffic Counting Vehicles Counting (Entering and Leaving) using YOLOv8 & DeepSORT Object Tracking Car Velocity Calculation + Vehicles Counting (Entering and Leaving) Potholes Detection and Segmentation using YOLOv8 Traffic Lights Detection and Color Recognition using YOLOv8 Cracks Segmentation using YOLOv8. Helmet Detection and Segmentation using YOLOv8 Traffic Watch: Automated Vehicle Direction Detection and Counting using YOLOv8 License Plate Detection and Recognition using YOLOv8 Face Detection, Gender Classification, Counting, Tracking, Alert and Analytics Object Blurring using YOLOv8 with Object Tracking Vehicles Segmentation and Tracking with Vehicles Counting and Speed Estimation Personal Protective Equipment (PPE) Detection Web App Real World 17 + Projects with YOLOv8: Unleashing the Power of YOLOv8 This course is ideal for individuals who are For Everyone who is interested in Computer Vision or For Everyone who study Computer Vision and want to know how to use YOLO for Object Detection or For Everyone who wants to learn the latest YOLOv8 version or Building Deep learning Apps with Computer Vision or Building Web Apps with Computer Vision It is particularly useful for For Everyone who is interested in Computer Vision or For Everyone who study Computer Vision and want to know how to use YOLO for Object Detection or For Everyone who wants to learn the latest YOLOv8 version or Building Deep learning Apps with Computer Vision or Building Web Apps with Computer Vision.

Enroll now: YOLOv8: Object Detection, Tracking & Web App in Python 2023

Summary

Title: YOLOv8: Object Detection, Tracking & Web App in Python 2023

Price: $84.99

Average Rating: 4.06

Number of Lectures: 46

Number of Published Lectures: 46

Number of Curriculum Items: 46

Number of Published Curriculum Objects: 46

Original Price: $69.99

Quality Status: approved

Status: Live

What You Will Learn

Introduction to YOLO
Fundamentals of YOLOv8
How to run a YOLOv8 program for Object Detection, Segmentation, Classification
How to find the appropriate dataset
Data annotation/labeling/ Automatic Dataset Splitting
Training YOLOv8 on Custom Dataset
How to train YOLOv8 using custom dataset, transfer learning and resume training
Visualize the Training Performances
Multiple Object Tracking using YOLOv8
Object Segmentation using YOLOv8
How to train YOLOv8 Segmentation using custom dataset, transfer learning and resume training
YOLOv8 Segmentation with Multiple Object Tracking
Integrating YOLOv8 with Flask for Web App Development
Potholes Detection using YOLOv8
Personal Protective Equipment Detection using YOLOv8
Pen and Book Detection using YOLOv8
Traffic Counting using YOLOv8 and DeepSORT Object Tracking
Car Velocity Calculation + Traffic Counting
Vehicles Counting (Entering and Leaving) using YOLOv8 & DeepSORT Object Tracking
Car Velocity Calculation + Vehicles Counting (Entering and Leaving)
Potholes Detection and Segmentation using YOLOv8
Traffic Lights Detection and Color Recognition using YOLOv8
Cracks Segmentation using YOLOv8.
Helmet Detection and Segmentation using YOLOv8
Traffic Watch: Automated Vehicle Direction Detection and Counting using YOLOv8
License Plate Detection and Recognition using YOLOv8
Face Detection, Gender Classification, Counting, Tracking, Alert and Analytics
Object Blurring using YOLOv8 with Object Tracking
Vehicles Segmentation and Tracking with Vehicles Counting and Speed Estimation
Personal Protective Equipment (PPE) Detection Web App
Real World 17 + Projects with YOLOv8: Unleashing the Power of YOLOv8

Who Should Attend

For Everyone who is interested in Computer Vision
For Everyone who study Computer Vision and want to know how to use YOLO for Object Detection
For Everyone who wants to learn the latest YOLOv8 version
Building Deep learning Apps with Computer Vision
Building Web Apps with Computer Vision

Target Audiences

For Everyone who is interested in Computer Vision
For Everyone who study Computer Vision and want to know how to use YOLO for Object Detection
For Everyone who wants to learn the latest YOLOv8 version
Building Deep learning Apps with Computer Vision
Building Web Apps with Computer Vision

Welcome to the YOLOv8: The Ultimate Course for Object Detection & Tracking with Hands-on Projects, Applications & Web App Development. YOLOv8 is the state-of-the-art object detection model. It is the 8th version of YOLO and is an improvement over the previous versions in terms of speed, accuracy and efficiency.

What will you learn in this course:

Introduction to YOLO

Overview of CNN, RCNN, Fast RCNN, Faster RCNN, Mask R-CNN

Introduction to YOLOv8

Comparison of YOLOv8 and YOLOv7 considering the License Plate Detection Problem

Running YOLOv8 on Windows

Running YOLOv8 in Google Colab

How to find the dataset

Data annotation/labeling/ Automatic Dataset Splitting

How to train YOLOv8 using custom dataset, transfer learning and resume training

Training Custom YOLOv8: Potholes Detection

Training Custom YOLOv8: Personal Protective Equipment Detection

Training Custom YOLOv8: Pen and Book Detection

Introduction to Multi-Object Tracking

Implementing YOLOv8 with Multi-Object Tracker DeepSORT Algorithm

Implementing YOLOv8 with Multi-Object Tracker DeepSORT Algorithm | Google Colab

Traffic Counting using YOLOv8 and DeepSORT Object Tracking

Car Velocity Calculation + Traffic Counting

Vehicles Counting (Entering and Leaving) using YOLOv8 & DeepSORT Object Tracking

Car Velocity Calculation + Vehicles Counting (Entering and Leaving)

Run YOLOv8 Segmentation on Google Colab

YOLOv8 Segmentation with Tracking

How to train YOLOv8 Segmentation using custom dataset, transfer learning and resume training

Potholes Segmentation using YOLOv8

Traffic Lights Detection and Color Recognition using YOLOv8 | Custom Dataset

Cracks Segmentation using YOLOv8.

Helmet Detection and Segmentation using YOLOv8

Traffic Watch: Automated Vehicle Direction Detection and Counting using YOLOv8.

Face Detection, Gender Classification, Crowd Counting, Tracking with Alert and Analytics using YOLOv8.

Licence Plate Detection and Recognition using YOLOv8 and EasyOCR.

Object Blurring using YOLOv8 with Object Tracking

Vehicles Segmentation and Tracking with Vehicles Counting and Speed Estimation

Integrating YOLOv8 with Flask

Creating a Complete Frontend Web App

App- Personal Protective Equipment (PPE) Detection

Course Curriculum

Chapter 1: YOLOv8 Introduction

Lecture 1: Introduction to YOLO

Lecture 2: Overview of CNN, RCNN, Fast RCNN, Faster RCNN, Mask R-CNN

Lecture 3: Introduction to YOLOv8

Lecture 4: Comparison of YOLOv8 and YOLOv7 considering the License Plate Detection Problem

Chapter 2: YOLOv8 Implementation

Lecture 1: Running YOLOv8 on Windows

Lecture 2: Running YOLOv8 in Google Colab

Chapter 3: Training Custom YOLOv8

Lecture 1: Potholes Detection Part1

Lecture 2: Potholes Detection Part2

Lecture 3: Personal Protective Equipment Detection| Google Colab| Part 1

Lecture 4: PPE Detection Part 2| Live Webcam Testing

Lecture 5: Pen and Book Detection Part 1

Lecture 6: Pen and Book Detection Part2

Lecture 7: Pen and Book Detection Part3

Chapter 4: YOLOv8 Object Tracking

Lecture 1: Introduction to Multi-Object Tracking

Lecture 2: Implementing YOLOv8 with Multi-Object Tracker DeepSORT Algorithm

Lecture 3: Implementing YOLOv8 with Multi-Object Tracker DeepSORT Algorithm | Google Colab

Lecture 4: Traffic Counting using YOLOv8 and DeepSORT Object Tracking

Lecture 5: Car Velocity Calculation + Traffic Counting

Lecture 6: Vehicles Counting (Entering and Leaving) using YOLOv8 & DeepSORT Object Tracking

Lecture 7: Vehicles Counting Entering and Leaving Part1

Lecture 8: Vehicles Counting Entering and Leaving Part2

Lecture 9: Vehicles Counting Entering and Leaving with Speed Estimation

Chapter 5: YOLOv8 Object Segmentation and Tracking

Lecture 1: YOLOv8 Segmentation

Lecture 2: Run YOLOv8 Segmentation on Google Colab

Lecture 3: YOLOv8 Segmentation with Tracking

Chapter 6: Training YOLOv8 Segmentation Model on Custom Dataset

Lecture 1: YOLOv8 Segmentation on Custom Dataset | Potholes Segmentation | Part 1

Lecture 2: YOLOv8 Segmentation on Custom Dataset | Potholes Segmentation | Part 2

Lecture 3: YOLOv8 Segmentation on Custom Dataset | Potholes Segmentation | Part 3

Chapter 7: YOLOv8 Apps

Lecture 1: Traffic Lights Detection and Color Recognition using YOLOv8 | Custom Dataset

Lecture 2: Cracks Segmentation using YOLOv8.

Lecture 3: Helmet Detection and Segmentation using YOLOv8

Lecture 4: Traffic Watch: Automated Vehicle Direction Detection and Counting using YOLOv8

Lecture 5: License Plate Detection and Recognition using YOLOv8

Lecture 6: Face Detection, Gender Classification, Counting, Tracking, Alert and Analytics

Lecture 7: Face Detection, Gender Classification, Counting, Tracking, Alert and Analytics

Lecture 8: Object Blurring using YOLOv8 with Object Tracking

Lecture 9: Vehicles Segmentation and Tracking with Vehicles Counting and Speed Estimation

Chapter 8: YOLOv8 WebApp Development

Lecture 1: Installations

Lecture 2: Running YOLOv8

Lecture 3: YOLOv8 with Webcam

Lecture 4: YOLOv8 with Video

Lecture 5: Integrating YOLOv8 with Flask

Lecture 6: Testing on Live Webcam

Lecture 7: Creating a Complete Frontend WebApp

Lecture 8: Training YOLOv8 Custom Dataset

Lecture 9: App- Personal Protective Equipment (PPE) Detection

Instructors

Muhammad Moin
Instructor

Rating Distribution

1 stars: 14 votes
2 stars: 15 votes
3 stars: 51 votes
4 stars: 114 votes
5 stars: 213 votes

Frequently Asked Questions

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You can view and review the lecture materials indefinitely, like an on-demand channel.

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