Get Started with the Raspberry Pi AI Kit

Get Started with the Raspberry Pi AI Kit

A Beginner's Guide to AI and Edge Computing

By Dogan Ibrahim

Chapter 1 • The Raspberry Pi 5

  • 1.1 Overview

    [Content for 1.1 Overview]

  • 1.2 The Raspberry Pi 5 hardware

    [Content for 1.2 The Raspberry Pi 5 hardware]

  • 1.3 Active cooler

    [Content for 1.3 Active cooler]

  • 1.4 Raspberry Pi 5 Operating System

    [Content for 1.4 Raspberry Pi 5 Operating System]

  • 1.5 Benchmarks

    [Content for 1.5 Benchmarks]

Chapter 2 • Installing the Raspberry Pi 5 Operating System and Console Commands

  • 2.1 Overview

    [Content for 2.1 Overview]

  • 2.2 Using a pre-installed SD card

    [Content for 2.2 Using a pre-installed SD card]

  • 2.3 Larger font in Console mode

    [Content for 2.3 Larger font in Console mode]

  • 2.4 Accessing your Raspberry Pi 5 Console from your PC – the Putty program

    [Content for 2.4 Accessing your Raspberry Pi 5 Console from your PC – the Putty program]

    • 2.4.1 Configuring the Putty

      [Content for 2.4.1 Configuring the Putty]

  • 2.5 Accessing the Desktop GUI from your PC

    [Content for 2.5 Accessing the Desktop GUI from your PC]

  • 2.6 Assigning static IP address to your Raspberry Pi 5

    [Content for 2.6 Assigning static IP address to your Raspberry Pi 5]

  • 2.7 Enabling Bluetooth

    [Content for 2.7 Enabling Bluetooth]

  • 2.8 Connecting the Raspberry Pi 5 to a wired network

    [Content for 2.8 Connecting the Raspberry Pi 5 to a wired network]

    • 2.8.1 Unable to connect to a wired network

      [Content for 2.8.1 Unable to connect to a wired network]

  • 2.9 Installing the Raspberry Pi 5 Bookworm operating system on a blank microSD card

    [Content for 2.9 Installing the Raspberry Pi 5 Bookworm operating system on a blank microSD card]

  • 2.10 Some commonly used Console commands

    [Content for 2.10 Some commonly used Console commands]

    • 2.10.1 The Console command prompt

      [Content for 2.10.1 The Console command prompt]

    • 2.10.2 System and user information

      [Content for 2.10.2 System and user information]

    • 2.10.3 The directory structure

      [Content for 2.10.3 The directory structure]

    • 2.10.4 File Permissions

      [Content for 2.10.4 File Permissions]

    • 2.10.5 Help

      [Content for 2.10.5 Help]

    • 2.10.6 Date and Time

      [Content for 2.10.6 Date and Time]

    • 2.10.7 File processing

      [Content for 2.10.7 File processing]

    • 2.10.8 Head and tail commands

      [Content for 2.10.8 Head and tail commands]

    • 2.10.9 Super User commands

      [Content for 2.10.9 Super User commands]

    • 2.10.10 Resource monitoring on Raspberry Pi 5

      [Content for 2.10.10 Resource monitoring on Raspberry Pi 5]

    • 2.10.11 Shutting down

      [Content for 2.10.11 Shutting down]

    • 2.10.12 Networking

      [Content for 2.10.12 Networking]

    • 2.10.13 System information and some other useful commands

      [Content for 2.10.13 System information and some other useful commands]

Chapter 3 • The Raspberry Pi AI Kit

  • 3.1 Overview

    [Content for 3.1 Overview]

  • 3.2 Raspberry Pi 5 M.2 HAT+ adapter board

    [Content for 3.2 Raspberry Pi 5 M.2 HAT+ adapter board]

    • 3.2.1 Installing the HAT+ and the AI Kit

      [Content for 3.2.1 Installing the HAT+ and the AI Kit]

    • 3.2.2 Installing the AI Kit software

      [Content for 3.2.2 Installing the AI Kit software]

    • 3.2.3 Verifying the software installation

      [Content for 3.2.3 Verifying the software installation]

Chapter 4 • Raspberry Pi Cameras

  • 4.1 Overview

    [Content for 4.1 Overview]

  • 4.2 Raspberry Pi cameras

    [Content for 4.2 Raspberry Pi cameras]

  • 4.3 Installing the camera

    [Content for 4.3 Installing the camera]

    • 4.3.1 Verify the camera installation

      [Content for 4.3.1 Verify the camera installation]

  • 4.4 rpicam camera commands

    [Content for 4.4 rpicam camera commands]

Chapter 5 • Using a Text Editor in Console Mode

  • 5.1 nano text editor

    [Content for 5.1 nano text editor]

  • 5.2 vi text editor

    [Content for 5.2 vi text editor]

  • 5.3 Using the Thonny

    [Content for 5.3 Using the Thonny]

    • 5.3.1 The Thonny IDE

      [Content for 5.3.1 The Thonny IDE]

Chapter 6 • Creating and Running a Simple Python Program

  • 6.1 Overview

    [Content for 6.1 Overview]

  • 6.2 Method 1 – Interactively from command prompt in Console mode

    [Content for 6.2 Method 1 – Interactively from command prompt in Console mode]

  • 6.3 Method 2 – Create a Python file in Console mode

    [Content for 6.3 Method 2 – Create a Python file in Console mode]

  • 6.4 Method 3 – Create a Python file in Desktop GUI mode

    [Content for 6.4 Method 3 – Create a Python file in Desktop GUI mode]

  • 6.5 Which method?

    [Content for 6.5 Which method?]

Chapter 7 • Python Programming

  • 7.1 Overview

    [Content for 7.1 Overview]

  • 7.2 Variable names

    [Content for 7.2 Variable names]

  • 7.3 Reserved words

    [Content for 7.3 Reserved words]

  • 7.4 Comments

    [Content for 7.4 Comments]

  • 7.5 Line continuation

    [Content for 7.5 Line continuation]

  • 7.6 Blank lines

    [Content for 7.6 Blank lines]

  • 7.7 More than one statement on a line

    [Content for 7.7 More than one statement on a line]

  • 7.8 Indentation

    [Content for 7.8 Indentation]

  • 7.9 Python data types

    [Content for 7.9 Python data types]

  • 7.10 Numbers

    [Content for 7.10 Numbers]

  • 7.11 Strings

    [Content for 7.11 Strings]

    • 7.11.1 String functions

      [Content for 7.11.1 String functions]

    • 7.11.2 Escape sequences

      [Content for 7.11.2 Escape sequences]

  • 7.12 Print statement

    [Content for 7.12 Print statement]

  • 7.13 List variables

    [Content for 7.13 List variables]

    • 7.13.1 List functions

      [Content for 7.13.1 List functions]

  • 7.14 Tuple variables

    [Content for 7.14 Tuple variables]

  • 7.15 Dictionary variables

    [Content for 7.15 Dictionary variables]

    • 7.15.1 Dictionary functions

      [Content for 7.15.1 Dictionary functions]

  • 7.16 Keyboard input

    [Content for 7.16 Keyboard input]

  • 7.17 Comparison operators

    [Content for 7.17 Comparison operators]

  • 7.18 Logical operators

    [Content for 7.18 Logical operators]

  • 7.19 Assignment operators

    [Content for 7.19 Assignment operators]

  • 7.20 Control of flow

    [Content for 7.20 Control of flow]

    • 7.20.1 if, if..else, and elif

      [Content for 7.20.1 if, if..else, and elif]

    • 7.20.2 for statement

      [Content for 7.20.2 for statement]

    • 7.20.3 while statement

      [Content for 7.20.3 while statement]

    • 7.20.4 continue statement

      [Content for 7.20.4 continue statement]

    • 7.20.5 break statement

      [Content for 7.20.5 break statement]

    • 7.20.6 pass statement

      [Content for 7.20.6 pass statement]

  • 7.21 User defined functions

    [Content for 7.21 User defined functions]

  • 7.22 Examples

    [Content for 7.22 Examples]

  • 7.23 Exceptions

    [Content for 7.23 Exceptions]

    • 7.23.1 try/final exceptions

      [Content for 7.23.1 try/final exceptions]

  • 7.24 Date and time

    [Content for 7.24 Date and time]

Chapter 8 • The AI Kit Demo Programs

  • 8.1 Overview

    [Content for 8.1 Overview]

  • 8.2 Demo software installation

    [Content for 8.2 Demo software installation]

    • 8.2.1 The application structure

      [Content for 8.2.1 The application structure]

    • 8.2.2 Detection demo example

      [Content for 8.2.2 Detection demo example]

    • 8.2.3 Pose Estimation demo example

      [Content for 8.2.3 Pose Estimation demo example]

    • 8.2.4 Instance segmentation demo example

      [Content for 8.2.4 Instance segmentation demo example]

  • 8.3 Post-processing with rpicam-apps

    [Content for 8.3 Post-processing with rpicam-apps]

  • 8.4 Project 1 – Detect person presence using the AI Kit – LED output

    [Content for 8.4 Project 1 – Detect person presence using the AI Kit – LED output]

  • 8.5 Project 2 – Detect person presence using the AI Kit – WiFi based

    [Content for 8.5 Project 2 – Detect person presence using the AI Kit – WiFi based]

  • 8.6 Hailo software components

    [Content for 8.6 Hailo software components]

Chapter 9 • Pre-trained models

  • 9.1 Overview

    [Content for 9.1 Overview]

  • 9.2 Hailo Model Zoo pre-trained models

    [Content for 9.2 Hailo Model Zoo pre-trained models]

  • 9.3 Installing the DataFlow compiler

    [Content for 9.3 Installing the DataFlow compiler]

Chapter 10 • The Hailo AI SW Suite

  • 10.1 Overview

    [Content for 10.1 Overview]

  • 10.2 The Hailo AI SW Suite

    [Content for 10.2 The Hailo AI SW Suite]

  • 10.3 Re-training models

    [Content for 10.3 Re-training models]

Chapter 11 • Raspberry Pi 5 Object Detection Training

  • 11.1 Overview

    [Content for 11.1 Overview]

  • 11.2 YOLO

    [Content for 11.2 YOLO]

  • 11.3 The training

    [Content for 11.3 The training]

  • 11.4 Modified procedure

    [Content for 11.4 Modified procedure]

  • 11.5 Hailortcli

    [Content for 11.5 Hailortcli]

APPENDIX – Useful Web Sites

[Content for APPENDIX – Useful Web Sites]

Index

[Content for Index]

Models: Raspberry Pi AI Kit, Pi AI Kit, Kit

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