1. Course Introduction and Table of Contents

• Course Introduction and Table of Contents

2. Introduction to You Only Look Once (YOLO) Object Detection FREE CHAPTER

• Introduction to You Only Look Once (YOLO) Object Detection

3. Environment Setup - Installing Anaconda

• Environment Setup - Installing Anaconda

4. Python Basics

• Assignment
• Flow Control
• Data Structures
• Functions

5. Installing OpenCV Library

• Installing OpenCV Library

6. Introduction to Convolutional Neural Networks (CNNs)

• Introduction to Convolutional Neural Networks (CNNs)

7. You Only Look Once (YOLO) Pre-Trained Object Detection from Image

• You Only Look Once (YOLO) Pre-Trained Object Detection from an Image - Part 1
• You Only Look Once (YOLO) Pre-Trained Object Detection from an Image - Part 2
• You Only Look Once (YOLO) Pre-Trained Object Detection from an Image - Part 3
• You Only Look Once (YOLO) Pre-Trained Object Detection from an Image - Part 4

8. 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 1
• You Only Look Once (YOLO) Pre-Trained Object Detection from an Image – Non-Maximum Suppression (NMS) - Part 2

9. 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 Video

10. 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 Video

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

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

12. YOLOv4 Custom Training Phase 1 – Preparing Darknet

• You Only Look Once v4 (YOLOv4) Introduction and Downloading Weights
• You Only Look Once v4 (YOLOv4) Preparing Darknet

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

• Data Collection - Part 1
• Data Collection - Part 2

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

• Image Labelling - Part 1
• Image Labelling - Part 2

15. 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 Split

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

• Data Preparation - Part 1
• Data Preparation - Part 2

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

• Preparing Files Sync to Drive
• Connecting Colab and Drive

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

• Compile and Test Darknet - Part 1
• Compile and Test Darknet - Part 2
• Compile and Test Darknet - Part 3

19. 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 Analysis

20. 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 Weights

21. Colab GPU Usage Limit Issue

• Colab GPU Usage Limit Issue

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

• OpenCV Upgrade for You Only Look Once v4 (YOLOv4)

23. 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 Video

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

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

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

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

26. Other Sample Real-World Case Studies

• Other Sample Real-World Case Studies