YOLOv7 YOLOv8: Deep Learning - Computer Vision 2023 - YOLO evolution, Train Custom Dataset, Object Detection, Pose Estimation, Instance Segmentation, Image Classification
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What you'll learn
- How to run, from scratch, a YOLOv7 & YOLOv8 program to detect 80 object classes in < 10 minutes
- How to install and train YOLOv7 & YOLOv8 using your own Custom Dataset and perform Object Detection for image, video and Real-Time using Webcam/Camera
- How to use YOLOv7 & YOLOv8 new features: Instance Segmentation, Pose Estimation, Image Classification, Object Tracking + Real-world Projects
- 4 Real-World Projects: Masker Detection, Weather Image/Video Classification, Coffee Leaf Diseases Segmentation Squat Counter
- YOLOv7 & YOLOv8 architecture and how it really works
- How to find dataset
- Data annotation/labeling using LabelImg
- Automatic Dataset splitting
- How to train YOLOv7 & YOLOv8 using custom dataset, transfer learning and resume training.
- How to visualize training performance using TensorBoard
- Easily understand The Fundametal Theory of Deep Learning and How exactly Convolutional Neural Networks Work
- Real-World Project #1: Masker detection using YOLOv7 & YOLOv8
- Real-World Project #2: Weather Image/Video Classification using YOLOv8
- Real-World Project #3: Coffee Leaf Diseases Segmentation using YOLOv8
- Real-World Project #4: Squat Counter based on YOLOv7 Pose Estimation
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