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Upgrade and configure YOLO-NAS + v8 models for advanced uses
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Implement real-time object detection and segmentation in various environments
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Cross-platform training from PC to mobile to web
This course offers an in-depth journey into the world of YOLO-NAS + v8, starting with upgrading from YOLOv8 to YOLO-NAS and an introduction to their architectures. You will explore the detailed nuances of running these models on different operating systems like Ubuntu and Windows, and even on Google Colab for accessible cloud-based learning. The course meticulously guides you through training custom YOLO-NAS + v8 on specialized datasets, including waste sorting, and extends to mastering object tracking with integrations like DeepSORT and Bytetrack. A significant portion is dedicated to practical implementations, such as setting up Flask applications for AI, mobile development with Kivy, and leveraging mobile apps for real-time uses like sign language recognition. From configuring environments for model conversion across various frameworks to deploying advanced object segmentation techniques, this course prepares you for real-world AI applications. It culminates in deploying YOLO-NAS in Docker and Jetson NANO environments, ensuring you are equipped to handle professional AI tasks seamlessly.
This course is ideal for software developers, AI practitioners, and data scientists who already have a fundamental understanding of machine learning concepts and basic familiarity with Python programming. Prior experience with PyTorch and basic knowledge of computer vision and object detection algorithms will be beneficial but not necessary.
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Run AI models efficiently on various operating systems
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Train and fine-tune YOLO-NAS + v8 on custom datasets
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Integrate object tracking with modern algorithms and tools
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Convert AI models between multiple machine learning frameworks
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Develop and deploy Flask web applications integrating YOLO-NAS + v8
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Build and configure mobile applications using Kivy
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