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Jetson Nano Starter to Pro - A Computer Vision Course
Jetson Nano Starter to Pro - A Computer Vision Course

Jetson Nano Starter to Pro - A Computer Vision Course: Empowering AI Innovations with NVIDIA Jetson

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Profile Icon Ritesh Kanjee
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Video May 2024 5hrs 42mins 1st Edition
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Arrow left icon
Profile Icon Ritesh Kanjee
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€18.99 per month
Full star icon Empty star icon Empty star icon Empty star icon Empty star icon 1 (1 Ratings)
Video May 2024 5hrs 42mins 1st Edition
Video
€217.99
Subscription
Free Trial
Renews at €18.99p/m
Video
€217.99
Subscription
Free Trial
Renews at €18.99p/m

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Key benefits

  • Comprehensive coverage from basic setup to advanced AI implementations
  • Learn to optimize AI models with TensorRT for enhanced performance
  • Develop real-time AI applications using the DeepStream SDK

Description

This course begins with a thorough introduction to Jetson, highlighting its advantages over traditional microcontrollers like the Raspberry Pi. You'll learn how to select the right SD card, flash it effectively, and perform initial configurations to set the stage for advanced developments. As you progress, delve into installing key AI libraries like OpenCV and PyTorch. Understand their roles in crafting robust AI solutions and enhance their performance with CUDA support. The course offers guidance on fundamental computer vision techniques, enabling seamless image operations, color conversions, and edge detections. Explore object detection with YOLO and its variants through practical examples. Learn to train custom models like number plate recognition and optimize AI models using NVIDIA's TensorRT for enhanced performance. Dive deep into the DeepStream SDK for real-time video analysis and multi-camera synchronization, vital for security and surveillance applications. Explore advanced topics like pose estimation, vehicle tracking, and face recognition, all with hands-on projects to reinforce learning. By the end, you will have mastered how to use this powerful platform to push the boundaries of what's possible in AI applications, making you a valuable asset in the tech industry.

Who is this book for?

This course is ideal for AI researchers, robotics engineers, and software developers who have a basic understanding of AI principles and familiarity with programming concepts. Learners should be comfortable with Python and have an interest in deep learning and computer vision applications.

What you will learn

  • Configure and initialize NVIDIA Jetson platforms
  • Compare Jetson with Raspberry Pi for technological advantages
  • Install and utilize key libraries like OpenCV and PyTorch on Jetson
  • Execute basic to advanced computer vision operations using OpenCV
  • Implement YOLO object detection on custom datasets
  • Integrate multiple camera inputs using RTSP and ONVIF protocols

Product Details

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Publication date, Length, Edition, Language, ISBN-13
Publication date : May 08, 2024
Length: 5hrs 42mins
Edition : 1st
Language : English
ISBN-13 : 9781836202455
Category :
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Product Details

Publication date : May 08, 2024
Length: 5hrs 42mins
Edition : 1st
Language : English
ISBN-13 : 9781836202455
Category :
Tools :

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Table of Contents

16 Chapters
Introduction to Jetson and Course Overview Chevron down icon Chevron up icon
Comparison of Jetson and Its Variants Along with RPi+SD Card Flashing Chevron down icon Chevron up icon
Installing Libraries and Setting Up AI Computer - Explain Dependencies and Their Use Chevron down icon Chevron up icon
Computer Vision OpenCV Basics on Jetson + Pytorch Chevron down icon Chevron up icon
What is Object Detection + Yolo Object Detection Chevron down icon Chevron up icon
YOLO Object Detection on Custom Dataset (Number Plate Dataset) Chevron down icon Chevron up icon
What is TensorRT? Setting Up Jetson for TensorRT Chevron down icon Chevron up icon
Optimizing YOLOX Model for Object Detection Using TensorRT Chevron down icon Chevron up icon
What is DeepStream and Theory? Chevron down icon Chevron up icon
Running DeepStream SDK and Setting up Multiple Cameras Chevron down icon Chevron up icon
App 1 Car detection + Tracking + Counting Chevron down icon Chevron up icon
Automatic Number Plate Recognition with Paddle OCR Chevron down icon Chevron up icon
Pose Estimation Method 1: PoseNet Chevron down icon Chevron up icon
Pose Estimation Method 2: PoseNet Chevron down icon Chevron up icon
DeepFake face classification Chevron down icon Chevron up icon
Face Recognition and Attendance: Clock in, clock out. Chevron down icon Chevron up icon

Customer reviews

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Douglas Jul 07, 2024
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Sorry, I WILL NOT give anything above 1 star which requires a download from some anonymous google drive user!!! Chapter 3: "gdown https://drive.usercontent.google.com/download?id=1TqC6_2cwqiYacjoLhLgrZoap6-sVL2sd&authuser=0"
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