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Development Technology

Object Detection (YOLO)



Slides: https://drive.google.com/file/d/1tBSvbgZWxzvfiMWhUM5kHW5LTTu-NLxZ/view?usp=sharing

Resources: https://drive.google.com/drive/folders/1HPldnV5IOllvDQkbgxf44UIGgVyAyhfg?usp=sharing

0:00 Intro
1:05 Model-Based Computer Vision
9:58 Process of Creating ML Model
19:15 What is Object Detection
27:35 Preprocessing Steps
30:00 Object Detection Metrics
38:47 DEMO: Problem
40:55 DEMO: YOLOv8 repo
44:59 DEMO: Collected Dataset
49:07 DEMO: Dataset Labeling
58:16 DEMO: Yolov8 Dataset Folder structure
1:10:00 DEMO: Upload Dataset
1:12:25 DEMO: Start Colab Session
1:17:30 DEMO: Start Training
1:31:10 DEMO: Validation Results
1:37:20 DEMO: Deployment

source

Author

MQ

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