
What you would learn in YOLOv7 Masterclass : Deep Learning - Computer Vision Course course?
Hello and welcome to the YOLOv7 Masterclass: Deep Learning Computer Vision Course. YOLOv7 is the most advanced deep-learning model that detects objects. It is the fastest, and it's the most accurate. The newest version of YOLO is also the version that YOLO officially releases.
What can you learn from it:
1. How to run, starting from the beginning, a Yolov7 application to identify 80 kinds of objects within a mere 10 minutes.
2. YOLO change from YOLOv1 to.
3. What is the actual performance ratio, based on our research?
4. What are the benefits of YOLO when compared with other deep-learning models?
5. What's new with YOLOv7?
6. What are artificial neural networks? (neuron perceptron networks, hidden layers, fully connected layers, etc.).
7. Different activation functions and how they function (Sigmoid Tanh, ReLU leaky ReLU, Mish, and SiLU).
8. How do convolutional neural networks function (convolution process and pooling layer, flattening, etc.)?
9. Different computer vision problems (image classification, object localization, object detection, instance segmentation, semantic segmentation).
10. YOLOv7 architecture in detail.
11. How to locate the dataset.
12. How can you perform annotation of data with labeling?
13. How can you split an automatically divided data set?
14. A detailed step-by-step YOLOv7 installation.
15. Train YOLOv7 on a customized dataset.
16. Visualize your training result using Tensorboard.
17. Test the new YOLOv7 model using images, webcam, video, and images.
18. You'll have a dependable mask detector when you finish the course.
Course Content:
- How can I start from scratch a Python Deep Learning program to identify 80 objects within a time of 10 minutes?
- How do I set up and teach YOLOv7 with your customized dataset
- Learn about YOLOv7's architecture and how it operates
- Learn to easily comprehend The Fundamental Theory of Deep Learning and how Convolutional Neural Networks Function
- How do you detect objects in video, image, and in real-time with a webcam/camera
- How to locate datasets Data Dataset splitting
- If you follow the tutorial, at the conclusion, you will have the ability to detect maskers using YOLOv7.
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