Dive into a comprehensive 13-hour tutorial series on machine learning with the NVIDIA Jetson Xavier NX Single Board Computer. Begin with an introduction and first boot guide for beginners, then progress through installing Visual Studio Code, working with cameras in OpenCV and Gstreamer, and understanding Gstreamer basics. Learn to improve Raspberry Pi camera image quality, set up camera gear, and control servos with a PCA9685. Master techniques for tracking objects with dual pan/tilt cameras, handling multiple objects of interest, and implementing intelligent scanning. Conclude by exploring face recognition and identification, including library installation and training the program to recognize individuals.
Overview
Syllabus
Review of the new NVIDIA Jetson Xavier NX Single Board Computer.
Jetson Xavier NX Lesson 1: Introduction and First Boot for Beginners.
Jetson Xavier NX Lesson 2: Installing Visual Studio Code on NVIDIA Jetpack 4.4.
Jetson Xavier NX Lesson 3: Using a WEB cam or Raspberry Pi camera in OpenCV with Gstreamer.
Jetson Xavier NX Lesson 4: Understanding Gstreamer for Absolute Beginners.
Jetson Xavier NX Lesson 5: Improving Raspberry Pi Camera Image Quality in Gstreamer.
Jetson Xavier NX Lesson 6: Camera Gear and Setup for Future Lessons.
Jetson Xavier NX Lesson 7: Connecting and Controlling Servos with a PCA9685.
Jetson Xavier NX Lesson 8: Controlling Dual Pan/Tilt Raspberry Pi Cameras.
Jetson Xavier NX Lesson 9: Tracking Objects with Two Cameras in OpenCV.
Jetson Xavier NX Lesson 10: Tracking Multiple Objects of Interest with Servos in OpenCV.
Jetson Xavier NX Lesson 11: Independently Tracking Different Objects in Different Cameras.
Jetson Xavier NX Lesson 12: Intelligent Scanning for Objects of Interest.
Jetson Xavier NX Lesson 14: Face Recognition and Identification on NVIDIA Xavier NX.
Jetson Xavier NX Lesson 13: Installing Face Recognition and Identification Libraries.
Jetson Xavier NX Lesson 15: Training the Face Recognition Program to Recognize People.
Taught by
Paul McWhorter
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