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AI Projects for the Raspberry Pi with the AI HAT+ Edge AI is transforming everyday devices by putting intelligence where it matters most: directly inside the hardware. With on-device inference, a camera can recognize a visitor instantly, a phone can translate speech without streaming audio to the cloud, and a wearable can detect anomalies in real time—fast, private, and reliable even when the network disappears. This book is your practical guide to building exactly those kinds of systems with the Raspberry Pi AI HAT+ and the Hailo-8L accelerator. You’ll start with clear foundations: core AI and machine-learning concepts, how neural networks work, and what truly distinguishes Edge AI from cloud AI—plus an honest look at ethical considerations and future impacts. Then it’s straight to hands-on physical computing. Step by step, you’ll set up Raspberry Pi OS, power and cooling, and develop in Python using the Thonny IDE. You’ll learn GPIO basics with lights and servos, mount the AI HAT+ hardware, install and verify the Hailo software stack, and connect the right camera—official modules or USB webcams, even multiple cameras. From your first pipeline to real projects, you’ll run person detection, pose estimation, segmentation, and depth estimation, then level up with YOLO object detection: smart alerts, guest counters, and custom extensions. You’ll even connect vision to motion by combining gesture recognition with servo-driven mechanisms, including a robotic arm. With troubleshooting tips, hardware essentials, and a practical Python refresher, this book turns Edge AI from buzzword into buildable reality.

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Ready to explore the world around you? By attaching the Sense HAT to your Raspberry Pi, you can quickly and easily develop a variety of creative applications, useful experiments, and exciting games. The Sense HAT contains several helpful environmental sensors: temperature, humidity, pressure, accelerometer, magnetometer, and gyroscope. Additionally, an 8x8 LED matrix is provided with RGB LEDs, which can be used to display multi-color scrolling or fixed information, such as the sensor data. Use the small onboard joystick for games or applications that require user input. In Innovate with Sense HAT for Raspberry Pi, Dr. Dogan Ibrahim explains how to use the Sense HAT in Raspberry Pi Zero W-based projects. Using simple terms, he details how to incorporate the Sense HAT board in interesting visual and sensor-based projects. You can complete all the projects with other Raspberry Pi models without any modifications. Exploring with Sense HAT for Raspberry Pi includes projects featuring external hardware components in addition to the Sense HAT board. You will learn to connect the Sense HAT board to the Raspberry Pi using jumper wires so that some of the GPIO ports are free to be interfaced to external components, such as to buzzers, relays, LEDs, LCDs, motors, and other sensors. The book includes full program listings and detailed project descriptions. Complete circuit diagrams of the projects using external components are given where necessary. All the projects were developed using the latest version of the Python 3 programming language. You can easily download projects from the book’s web page. Let’s start exploring with Sense HAT.

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Elektor GREEN and GOLD members can download their digital edition here. Not a member yet? Click here. USB Measurement AdapterTesting Current and Signal Quality of USB Ports 4...20 mA Current Output for Arduino UnoA Reliable, EMI-Insensitive Current Loop Interface Vacuum Cleaner Automatic ControlKeep Your Tools’ Work Area Clean DDS Generator with ATtiny Opamp-Tester V2New PCB – Now Also Suitable for SMDs 550-mW “Lamp” Audio AmplifierGet the Warm Sound of Vacuum Tubes With Ease Fuse GuardMonitoring a Fuse with a Flashing LED HQ RIAA PreamplifierGet the Most Out of Your Vinyl Records! Turntable Speed CalibratorAn Arduino-Based 100–120 Hz Strobe Light Generator Elektor Classics: video buffer/repeater Infrared Remote-Controlled DimmerControl Your Halogen or LED Floor Lamp Effortlessly and With Style How to Use switch…case on Strings in C++/Arduino IDE Magnet FinderWith a Simple Hall-Effect Sensor Raspberry Pi Smart Power ButtonA Solution for Raspberry Pi Up to Model 4 Essential Maker TipsProfessional Insights for Everyday Making Practical Projects with the 555 TimerDC Motor Control and Fast Reaction Challenges Basic AC-Load-On MonitorSave Energy with a Simple Device Power Banks in ParallelA Three-Day Continuous Power Solution VFO Up to 15 MHzAn Implementation With Raspberry Pi Pico Violin Tuner with ATtiny202 Elektor Classics: video amplifier for B/W television sets Capacitance Meter20 pF to 600 nF Quasi-Analog Clockwork Mk IITwo LED Rings for Hours and Minutes You Can Do Anything You Want(with the Arduino Ecosystem at Your Side) Neon Lamp Dice Elektor Classics: RTTY calibrator indicator Inspiring Hardware Designs for Your ESPs Elektor Classics: variable 3 A power supply RGB LEDs with Integrated Control CircuitLight with Precision: ICLEDs Set Standards Experiment: Towards a Mixed-Signal Theremin?Blending Modern Time-of-Flight Sensors With the Timeless XR2206 Analog Generator ESP32 Audio Transceiver Board (Part 1)SD Card WAV File Player Demo Infographics: Circuits and Circuit Design 2025 Small Audio MixerA Simple and Versatile Scalable Design Smart Staircase Light TimerSave More Money on the Energy Bill! Smarten Up Your ShuttersControlling Velux Hardware With an ESP32 and MQTT Solid-State Foot WarmerEnergy-Efficient Comfort Is the M5Stamp Fly Quadcopter the Next Tello? Boosting Wi-Fi Range of the ESP32-C3 SuperMiniA Simple and Effective Antenna Mod ZD-8968 Hot-Air Soldering StationA Budget-Friendly Workhorse or Just Hot Air? Parking Sensor TesterFinding Defects in the PDC System of a Car

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The Basics, New Ideas & Applications Build digital electronics from the ground up—and take it all the way to practical circuits you can use. This book guides you through the core principles of digital technology with a strongly hands-on approach. You’ll begin with the essentials: signals, devices for working with them, and what "logic 0" and "logic 1" mean in real hardware. Simple demonstration setups made from easy-to-find parts (LEDs, diodes, resistors, switches) help you see how logic behaves, making the theory click before you move on. From there, you’ll explore a wide range of logic elements and how they’re implemented, including classic logic families such as TTL and CMOS. The fundamentals section covers the building blocks of digital systems: flip-flops, Schmitt triggers, registers, counters and dividers, encoders/ decoders, multiplexers/demultiplexers, plus A/D and D/A conversion and timing circuits. Next, the book invites you into "new ideas" in digital electronics—universal logic elements, unconventional approaches (including thyristor-based and fractional logic), and creative logic functions that can inspire original designs. Finally, a large, well-organized collection of application circuits turns knowledge into projects: electronic switches and selectors, pulse generators, PWM regulators, frequency multipliers/dividers, phase shifters, and digital filters. Study it deeply, and you’ll gain not only understanding—but the ability to design and debug digital circuits independently.

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From basics to flows for sensors, automation, motors, MQTT, and cloud services This book is a learning guide and a reference. Use it to learn Node-RED, Raspberry Pi Pico W, and MicroPython, and add these state-of-the-art tools to your technology toolkit. It will introduce you to virtual machines, Docker, and MySQL in support of IoT projects based on Node-RED and the Raspberry Pi Pico W. This book combines several elements into a platform that powers the development of modern Internet of Things applications. These elements are a flow-based server, a WiFi-enabled microcontroller, a high-level programming language, and a deployment technology. Combining these elements gives you the tools you need to create automation systems at any scale. From home automation to industrial automation, this book will help you get started. Node-RED is an open-source flow-based development tool that makes it easy to wire together devices, APIs, and online services. Drag and drop nodes to create a flowchart that turns on your lights at sunset or sends you an email when a sensor detects movement. Raspberry Pi Pico W is a version of the Raspberry Pi Pico with added 802.11n Wi-Fi capability. It is an ideal device for physical computing tasks and an excellent match to the Node-RED. Quick book facts Project-based learning approach. Assumes no prior knowledge of flow-based programming tools. Learn to use essential infrastructure tools in your projects, such as virtual machines, Docker, MySQL and useful web APIs such as Google Sheets and OpenWeatherMap. Dozens of mini-projects supported by photographs, wiring schematics, and source code. Get these from the book GitHub repository. Step-by-step instructions on everything. All experiments are based on the Raspberry Pi Pico W. A Wi-Fi network is required for all projects. Hardware (including the Raspberry Pi Pico W) is available as a kit. Downloads GitHub

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Elektor GREEN en GOLD leden kunnen deze uitgave hier downloaden.Nog geen lid? Klik hier om een lidmaatschap af te sluiten. High-end uit het Elektor-lab Fortissimo-100 high-end versterkervolledig symmetrische audio-eindtrap levert 100/190 W Controleer de frequentie van afgestemde kringen en kristallen Printen ontwerpentips en trucs Solderen – nou en?moderne soldeertechnologie nader bekeken Bluetooth-garagedeurbediening met geringe latentiemet korte BLE-berichten vanaf een smartphone Ideale diode-controllerdiodeschakelingen met geringe vermogensdissipatie LED-slingers met ESP32 en FreeRTOSknipperen dat het een lieve lust is Alle begin......zenert er vrolijk op los FM/DAB+ ontvangerhet beste van twee werelden Uit het leven gegrepenelektronica obscura De oorzaak van software-bugs draadloos opsporencirculaire buffer en webserver op de ESP32 Heeft Covid de innovatie gestimuleerd?innovatieve componenten en oplossingen uit 2022 Ersa i-CON TRACEhet IoT-soldeerstation voor makers Elektor Infographics Wat moeten we met al die computers? Aansturing van het e-paper display van Ynvisible InnoFaith: innovatie en nog eens innovatievraaggesprek met Walter Arkesteijn Industriële automatiseringeenvoudige en schaalbare IoT-retrofitting Reed-relaisvreemde onderdelen Low-profile lineaire connectorenvereenvoudigen multisignaal-databeheer Slim – Innovatief – KosteneffectiefGateMate FPGA’s worden ontwikkeld en geproduceerd in Duitsland Tools voor de ontwikkeling van goedkope sensoren Polyfusesvreemde onderdelen Geïsoleerde analoge uitgang voor Arduino Uno Oost West Lab Best...ontdekt de Theremin electronica fast forward 2022 – powered by Elektorde deelnemers en het programma Radiorichtingzoekerspoor verloren weersensoren op Schat de interne ruis van een ICeen eenvoudige methode Ethiek in actiepowered by WEEF Zonder ethiek geen duurzaam ondernemenvraaggesprek met professor Stefan Heinemann De WEEF Index 2023 Filtersoftwareontwerp-tools voor analoge filters TV-B-Gone!...of tenminste TV tabee Meting van de luchtkwaliteitop basis van de RP2040 elekterminal Snelstart met Python 3voorbeeldhoofdstuk: digitale beeldbewerking en de Wand-bibliotheek SOLARPUNKeen mooiere toekomst in het verschiet Hexadoku

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Although the Arduino isn’t a novelty any longer, there are still many beginners who want to try programming and development with a microcontroller, and to them, it is all new. All beginnings can be difficult, though they should be light and enjoyable. You do not need much or expensive equipment for the examples. The circuits are built on a small breadboard, and, if necessary, connected to an Arduino Uno, which you can program on a Windows PC. You will find clear examples of how to build all circuits, ensuring easy and error-free reproduction. Projects Discussed Current & Voltage – How it all began Arduino Hardware Arduino Programming The Electrical Circuit Measuring with the Multimeter Circuit Diagrams and Breadboards Creating Circuit Diagrams Breadboard Views with Fritzing Online Circuit Simulation Indispensable: Resistors (Part 1) Hands-on with Resistors (Part 2) Variable Resistors Diodes: One-way Street for Current The Transistor Switch Electromagnetism Relays and Motors op-amps: Operational Amplifiers Capacitors The NE555 Timer PWM and Analogue Values with Arduino 7-Segment Temperature Display Introduction to Soldering and LCDs

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From basics to flows for sensors, automation, motors, MQTT, and cloud services This book is a learning guide and a reference. Use it to learn Node-RED, Raspberry Pi Pico W, and MicroPython, and add these state-of-the-art tools to your technology toolkit. It will introduce you to virtual machines, Docker, and MySQL in support of IoT projects based on Node-RED and the Raspberry Pi Pico W. This book combines several elements into a platform that powers the development of modern Internet of Things applications. These elements are a flow-based server, a WiFi-enabled microcontroller, a high-level programming language, and a deployment technology. Combining these elements gives you the tools you need to create automation systems at any scale. From home automation to industrial automation, this book will help you get started. Node-RED is an open-source flow-based development tool that makes it easy to wire together devices, APIs, and online services. Drag and drop nodes to create a flowchart that turns on your lights at sunset or sends you an email when a sensor detects movement. Raspberry Pi Pico W is a version of the Raspberry Pi Pico with added 802.11n Wi-Fi capability. It is an ideal device for physical computing tasks and an excellent match to the Node-RED. Quick book facts Project-based learning approach. Assumes no prior knowledge of flow-based programming tools. Learn to use essential infrastructure tools in your projects, such as virtual machines, Docker, MySQL and useful web APIs such as Google Sheets and OpenWeatherMap. Dozens of mini-projects supported by photographs, wiring schematics, and source code. Get these from the book GitHub repository. Step-by-step instructions on everything. All experiments are based on the Raspberry Pi Pico W. A Wi-Fi network is required for all projects. Hardware (including the Raspberry Pi Pico W) is available as a kit. Downloads GitHub

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Dieser komplette Mikrocontroller-Programmierkurs auf Basis des Raspberry Pi Pico umfasst ein Lehrbuch, ein Komponenten-Kit, praxisnahe Projekte sowie einen umfassenden Online-Kurs mit Simulationen. Er eignet sich ideal für das schrittweise Erlernen der Embedded-Programmierung mit Arduino anhand eines praktischen, hands-on Ansatzes. Eine praxisnahe Einführung in Embedded Systems mit dem Raspberry Pi Pico Dieser Kurs richtet sich an Personen ohne Vorkenntnisse im Bereich Embedded Systems, die einen strukturierten und beispielbasierten Einstieg suchen. Ein Kit bestehend aus LEDs und Widerständen, Schaltern, Sensoren und Aktoren, Displays, einem Breadboard und Kabeln sowie weiteren Komponenten ist enthalten. Diese werden im Kurs verwendet, um Beispielanwendungen zu veranschaulichen. Vorkenntnisse mit Arduino oder Embedded-Entwicklung sind nicht erforderlich. Jeder Abschnitt enthält praktische Beispiele und Mini-Projekte, die wichtige Konzepte festigen und zur weiteren Vertiefung anregen. Am Ende des Kurses werden Sie nicht nur in der Lage sein, die Beispiele nachzuvollziehen, sondern auch eigene Ideen und Anwendungen umzusetzen. Was werden Sie lernen? Mikrocontroller-Programmierung in C/C++ mit dem Raspberry Pi Pico unter Verwendung der Arduino IDE Arbeiten mit digitalen Ein- und Ausgängen, Auslesen von Tastern und Encodern, Steuern von LEDs und Relais Auslesen analoger Eingänge, Spannungen und analoger Sensoren Erzeugung analoger Ausgangssignale und PWM Verwendung serieller Kommunikation wie UART, I²C und SPI zur Steuerung von Displays und zum Auslesen digitaler Sensoren und SD-Karten Zeitmanagement Arbeiten mit Interrupts Echtzeit-Sensordatenerfassung und Steuerung über Taster, LEDs und Displays Steuerung von Aktoren wie Relais und Servomotoren Für wen ist dieser Kurs geeignet? Studierende und Selbstlerner im Bereich Embedded Systems Makers und IoT-Enthusiasten, die ihre Hardware-Kenntnisse verbessern möchten Lehrkräfte und Trainer, die sofort einsetzbares Unterrichtsmaterial suchen Was ist im Lieferumfang enthalten? Zugang zum vollständigen Kurs auf der Elektor Academy Pro-Lernplattform Raspberry Pi Pico Mikrocontroller-Board (+ USB-Kabel) Buch: Programming Microcontrollers in C/C++ Using Arduino Downloadbare Projektdateien für jedes Modul Komponenten-Set: 2× LED, rot, 5 mm LED, grün, 5 mm 3× Widerstand, 470 Ω, 0,25 W LDR Potentiometer, 10 kΩ, linear Taster Drehencoder-Modul Relaismodul DHT22 Feuchtigkeits- und Temperatursensor TM1637-kompatibles 4-stelliges 7-Segment-Display MPU-6050 IMU mit Stiftleisten SSD1306-kompatibles I²C OLED-Display Micro-SD-Kartenadapter mit Stiftleiste Buzzer SG90 Mikro-Servo ILI9341-kompatibles SPI 240×320 TFT-Display 20× Jumperkabel Breadboard Alle Programmierkurse (und Unterschiede im Inhalt) Kurs Arduino Raspberry Pi Pico with Arduino C/C++ ESP32 with Arduino C/C++ Raspberry Pi Pico with MicroPython ESP32 with MicroPython Online-Kurs Access to Arduino Course Access to Pico with Arduino C/C++ Course Access to ESP32 with Arduino C/C++ Course Access to Pico with MicroPython Course Access to ESP32 with MicroPython Course Board Uno R3 Raspberry Pi Pico ESP32 Raspberry Pi Pico ESP32 Buch Programming Microcontrollers in C/C++ Using Arduino Programming Microcontrollers in C/C++ Using Arduino Programming Microcontrollers in C/C++ Using Arduino Programming Microcontrollers in MicroPython Programming Microcontrollers in MicroPython Kit 40-teiliges Komponenten-Set 40-teiliges Komponenten-Set 40-teiliges Komponenten-Set 40-teiliges Komponenten-Set 40-teiliges Komponenten-Set

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Le téléchargement intégral de ce numéro est disponible pour nos membres GOLD et GREEN sur le site Elektor Magazine ! Pas encore membre ? Cliquez ici. Prototypage, production et composants ! carte processeur Audio DSP FXpartie 1 : caractéristiques et conception 50 ans d'Elektor en anglais KiCad 8nouvelles et dernières caractéristiques Elektor @ electronica 2024electronica Fast Forward 2024, des experts sur scène, des forums d'influenceurs, des talk-shows Elektor Lab en direct, et plus encore kit MultiCalculator d'ElektorUn kit de calculatrice basé sur Arduino pour l'électronique systèmes GNSS RTK à faible coûtavec un degré de précision de l'ordre du centimètre routage des Circuits Imprimés et sécuritéConseils pour une conception sure et fiable de vos cartes électroniques testeur d'ampli-oppour les applications audio et autres mise à jour du projet #4 : compteur d'énergie ESP32surveiller l'énergie avec MQTT analyseur de spectre temps-réel à technologie guide d’onde et PC à interfaces multiplesAaronia introduit une nouvelle ligne de produit et présente ses premiers prototypes au salon Electronica de Munich inductances SMTbobines et ferrites – un choix simplifié utilisation d’un blindage EMI pour assurer la conformité à la compatibilité électromagnétique l'outil ultime pour tous les passionnés d’électroniqueDébloquez des possibilités infinies avec Red Pitaya et plus de 1000 Click Boards™ HDI au milieuUn nouveau service PCB-pooling rentable pour des petits BGA défis de l'analyse DFM pour les circuits flexibles et flexibles-rigides outils open-sourcesimulateur d'antennes, gestion des composants, calculatrice, et bien plus Infographie : prototypage et production sur le vifmicrotechnophobie : c’est grave, docteur ? arbre de Noël 3Dcircuit imprimé 3D avec un microcontrôleur 32 bits peu coûteux démarrer en électronique......on continue avec l'ampli-op ! nœud de capteurs autonome (mise à jour du projet #1)Reducing Idle Power Consumption with External RTC and Power Switch 2024 : l'odyssée de l'IAUn regard sur l'avenir afficheurs LED avec le MAX7219Une méthode pratique pour une excellente puce projet 2.0Corrections, mises à jour et courrier des lecteurs gants vibro-tactilesune avancée pour les patients de Parkinson

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Verwirklichen Sie Ihre Projekt-Träume: Der Kilometerzähler fürs Hamsterrad, eine vollautomatische Steuerung Ihrer Ameisenfarm mit Webinterface, oder den Sandwich-O-Mat – eine Maschine, die Sandwich-Toasts nach Wahl belegt und überbackt. Mit Arduino und der DIY- oder Maker-Bewegung wurde nicht nur der Einstieg in die Mikrocontroller-Programmierung kinderleicht, auch eine zweite Entwicklung fand statt: Viele Entwickler bringen kleine Boards – sogenannte Shields oder Module – auf den Markt, die den Einsatz zusätzlicher Hardware stark vereinfachten. Die kleinen Baugruppen enthalten alle wichtigen elektronischen Teile, um mit ein paar Steckkabeln an den Mikrocontroller angeschlossen zu werden, so dass ein frickeliger und aufwändiger Aufbau auf dem Steckboard entfällt. Zudem ist es so möglich, auch winzige kleine Bauteile zur Hand zu haben, die keine Anschlussbeinchen mehr haben (sogenannte SMDs). Enthaltene Projekte Arduino sucht Anschluss BMP, Einführung in Bibliotheken und I²C Mit den Mehrzweck-Shield I/O-Grundlagen kennenlernen I²C-LCD-Adapter und Punktmatrixanzeigen LCD-Tastaturschutz Level-Konverter W5100: Internetanbindung I/O-Erweiterungs-Shields Relais und Solid-State-Relais Das Multi-Funktions-Shield: eine universelle Bedieneinheit SD-Kartenleser über SPI anbinden Tasten und 7-Segmentanzeigen 16-Bit-ADC DAC MCP4725 16-fach PWM Servo-Treiber MP3-Player GPS-Datenlogger mit SD-Karte Berührungssensor Joystick SHT31: Temperatur und Luftfeuchtigkeit UV A-Sensor VEML6070 VL53L0X Flugzeit Ultraschallsensor-Entfernungsmesser LED-Punktmatrixanzeige mit MAX7219 Echtzeituhr DS3231 Port-Expander MCP23017 433 MHz Funk MPU-650: Gyroskop Beschleunigungssensor ADXL345 WS2812 RGB-LEDs Spannungsversorgung MQ-xx Gassensoren CO2-Gassensor ACS712 Stromstärkesensor INA219 Stromstärkesensor L298 Motortreiber RFID-Modul MFRC522 28BYJ-48 Schrittmotor TMC2209 Leiser Trittschalter X9C10x Digitales Poti Farb-TFT-Display mit ST7735 E-Paper-Anzeige Bluetooth Geigerzähler SIM800L GSM-Modul I²C-Multiplexer Controller Area Network

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A Beginner's Guide to AI and Edge Computing Artificial Intelligence (AI) is now part of our daily lives. With companies developing low-cost AI-powered hardware into their products, it is now becoming a reality to purchase AI accelerator hardware at comparatively very low costs. One such hardware accelerator is the Hailo module which is fully compatible with the Raspberry Pi 5. The Raspberry Pi AI Kit is a cleverly designed hardware as it bundles an M.2-based Hailo-8L accelerator with the Raspberry Pi M.2 HAT+ to offer high speed inferencing on the Raspberry Pi 5. Using the Raspberry Pi AI Kit, you can build complex AI-based vision applications, running in real-time, such as object detection, pose estimation, instance segmentation, home automation, security, robotics, and many more neural network-based applications. This book is an introduction to the Raspberry Pi AI Kit, and it is aimed to provide some help to readers who are new to the kit and wanting to run some simple AI-based visual models on their Raspberry Pi 5 computers. The book is not meant to cover the detailed process of model creation and compilation, which is done on an Ubuntu computer with massive disk space and 32 GB memory. Examples of pre-trained and custom object detection are given in the book. Two fully tested and working projects are given in the book. The first project explains how a person can be detected and how an LED can be activated after the detection, and how the detection can be acknowledged by pressing an external button. The second project illustrates how a person can be detected, and how this information can be passed to a smart phone over a Wi-Fi link, as well as how the detection can be acknowledged by sending a message from the smartphone to your Raspberry Pi 5.

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