Overview What You Will Learn Curriculum Instructor

Course Overview

As you know Object Detection is the most used application of Computer Vision, in which the computer will be able to recognize and classify objects inside an image. 

In this course, we will be specifically focusing on YOLO (You Only Look Once) which is an effective real-time object recognition algorithm that is featured in Darknet, an open-source neural network framework. This course is equally divided into two halves. The first half will deal with object recognition using a predefined dataset called the coco dataset which can classify 80 classes of objects. And the second half we will try to create our own custom dataset and train the YOLO model. We will also try to create our own coronavirus detection model. 

By the end of the course, you will have mastered YOLO and object detection. 

What You Will Learn

  • Python based YOLO Object Detection using Pre-trained Dataset Models as well as Custom Trained Dataset Models
  • Case study of coronavirus detector using YOLO
  • Explore YOLO custom training
  • Learn about YOLO V4 Object Detection
  • Learn about YOLO V4 Object Recognition

Program Curriculum

  • Introduction to YOLO Object Detection
  • $7 Million Cybersecurity Scholarship by EC-Council
  • Chapter 1 Quiz

  • Environment Setup - Installing Anaconda
  • Chapter 2 Quiz

  • Python Basics - Assignment
  • Python Basics - Flow Control
  • Python Basics - Data Structures
  • Python Basics - Functions
  • Chapter 3 Quiz

  • Installing OpenCV Library
  • Chapter 4 Quiz

  • Introduction to CNN
  • Chapter 5 Quiz

  • YOLO Pre-trained Object Detection from Image - Part 1
  • YOLO Pre-trained Object Detection from Image - Part 2
  • YOLO Pre-trained Object Detection from Image - Part 3
  • YOLO Pre-trained Object Detection from Image - Part 4
  • Chapter 6 Quiz

  • YOLO Pre-trained Object Detection from Image - NMS - Part 1
  • YOLO Pre-trained Object Detection from Image - NMS - Part 2
  • Chapter 7 Quiz

  • YOLO Pre-trained Object Detection from Real-time Webcam Video
  • Chapter 8 Quiz

  • YOLO Pre-trained Object Detection from Pre-saved Video
  • Chapter 9 Quiz

  • Introduction to Custom Trained YOLO Model
  • Chapter 10 Quiz

  • YOLOv4 Custom Training Phase 1 - YOLOv4 Introduction and Downloading Weights
  • YOLOv4 Custom Training Phase 1 - YOLOv4 Preparing Darknet
  • Chapter 11 Quiz

  • YOLOv4 Custom Training Phase 2 - Data Collection - Part 1
  • YOLOv4 Custom Training Phase 2 - Data Collection - Part 2
  • Chapter 12 Quiz

  • YOLOv4 Custom Training Phase 2 - Image Labelling - Part 1
  • Chapter 13 Quiz

  • YOLOv4 Custom Training Phase 2 - Train Test Split
  • Chapter 14 Quiz

  • YOLOv4 Custom Training Phase 2 - Data Preparation - Part 1
  • YOLOv4 Custom Training Phase 2 - Data Preparation - Part 2
  • Chapter 15 Quiz

  • YOLOv4 Custom Training Phase 3 - Preparing Files Sync to Drive
  • YOLOv4 Custom Training Phase 3 - Connecting Colab and Drive
  • Chapter 16 Quiz

  • YOLOv4 Custom Training Phase 4 - Compile and Test Darknet - Part 1
  • Chapter 17 Quiz

  • YOLOv4 Custom Training Phase 5 - Chart and Training Progress Analysis
  • Chapter 18 Quiz

  • YOLOv4 Custom Training Phase 5 - Finalizing Training Download Weights
  • Chapter 19 Quiz

  • Chapter 20 Quiz

  • OpenCV Upgrade for YOLOv4
  • Chapter 21 Quiz

  • YOLOv4 Pretrained Object Recognition from Image and Video
  • Chapter 22 Quiz

  • YOLOv4 Custom Coronavirus Detection from Image
  • Chapter 23 Quiz

  • YOLOv4 Custom Coronavirus Detection from Video
  • Chapter 24 Quiz

  • Other Sample Real-world Case Studies
  • Chapter 25 Quiz
Load more modules

Instructor

Abhilash Nelson

Abhilash Nelson is a pioneering, talented and security-oriented Android/iOS Mobile and PHP/Python Web Developer Application Developer offering more than eight years’ overall IT experience which involves designing, implementing, integrating, testing and supporting impact-full web and mobile applications. He is a Postgraduate Master's Degree holder in Computer Science and Engineering and is currently serving full time as a Senior Solution Architect managing my client's projects from start to finish to ensure high quality, innovative and functional design.

Join over 1 Million professionals from the most renowned Companies in the world!

certificate

Fastest Way to Level Up Your Cybersecurity Skills

Invest in your future with flexible subscription plans that give you access to the world’s largest online cybersecurity course library. Whether you're exploring cybersecurity courses for beginners or advancing your expertise,
access in-demand courses, practical labs, and CTF challenges designed to support continuous learning.

Monthly Plans
Annual Plans
Save 20% with our annual plans!

Pro

Build your cybersecurity skills with 900+ bite-sized courses and curated learning paths designed for continuous learning.

$ 69.00
Billed monthly or $599.00 billed annually
Get Started Now
Start your 7-day trial for $1

What is included

  • 880+ Premium Short Courses
  • 70+ Structured Learning Paths
  • Validation of Completion with all courses and learning paths
  • New Courses added every month
Early Access Offer

Pro +

Develop real-world cybersecurity skills through hands-on labs and CTF challenges designed for practical learning.

$ 79.00
Billed monthly or $699.00 billed annually
Get Started Now
Start your 7-day trial for $1

Everything in Pro, Plus:

  • 1600+ Hands-on lab exercises with guided instructions
  • 150+ CTF Challenges with detailed walkthroughs
  • New Hands-on Labs and Challenges added every month

Related Courses

  • Bootstrap 4 Quick Website Bootstrap Components Course
    Short Course

    Bootstrap 4 Quick Website Bootstrap Components Course

    Software Development

    Explore the basics of Bootstrap and learn to create a website...

    $49.99

    Beginner

    1 hr 30 m

  • CCNA - Understanding Routers and Switches
    Short Course

    CCNA - Understanding Routers and Switches

    Security Architecture and Operations

    A comprehensive guide to understanding the in-depth functioni...

    $49.99

    Intermediate

    2 hr 0 m

  • The Complete Full-Stack JavaScript Course
    Short Course

    The Complete Full-Stack JavaScript Course

    Software Development

    Learn full-stack web development using JavaScript (ReactJS, N...

    $79.99

    Beginner

    24 hr 17 m

  • React.JS for Ecommerce: Building a Store with React.JS
    Short Course

    React.JS for Ecommerce: Building a Store with React.JS

    DevSecOps

    From React.js Fundamentals to Crafting an Online Storefront

    $49.99

    Advanced

    3 hr 30 m

  • CISSP Certification Domains 5, 6, 7, and 8 Video Training
    Short Course

    CISSP Certification Domains 5, 6, 7, and 8 Video Training

    Cybersecurity

    This course is ideal for individuals who desire to pass the I...

    $69.99

    Intermediate

    6 hr 30 m

  • Helm 3 - Package Manager for Kubernetes
    Short Course

    Helm 3 - Package Manager for Kubernetes

    Software Development

    A must tool for every DevOps engineer

    $49.99

    Intermediate

    1 hr 27 m

  • Learn Ethical Hacking by Hacking Real Websites Legally
    Short Course

    Learn Ethical Hacking by Hacking Real Websites Legally

    Vulnerability Assessment and Pentesting

    Fun way to learn ethical hacking by playing online hacking ga...

    $69.99

    Beginner

    4 hr 18 m

  • Mastering Ansible Playbooks: Debugging and Security
    Short Course

    Mastering Ansible Playbooks: Debugging and Security

    Software Development

    Securing and Automating Linux and Windows Systems with Advanc...

    $99.99

    Advanced

    5 hr 34 m

1 50
View all