Work through over 50 recipes to develop smart applications on Arduino Nano 33 BLE Sense and Raspberry Pi Pico using the power of machine learning Key Features Train and deploy ML models on Arduino Nano 33 BLE Sense and Raspberry Pi Pico Work with different ML frameworks such as TensorFlow Lite for Microcontrollers and Edge Impulse Explore cutting-edge technologies such as microTVM and Arm Ethos-U55 microNPU Book DescriptionThis book explores TinyML, a fast-growing field at the unique intersection of machine learning and embedded systems to make AI ubiquitous with extremely low-powered devices such as microcontrollers. The TinyML Cookbook starts with a practical introduction to this multidisciplinary field to get you up to speed with some of the fundamentals for deploying intelligent applications on Arduino Nano 33 BLE Sense and Raspberry Pi Pico. As you progress, you'll tackle various problems that you may encounter while prototyping microcontrollers, such as controlling the LED state with GPIO and a push-button, supplying power to microcontrollers with batteries, and more. Next, you'll cover recipes relating to temperature, humidity, and the three "V" sensors (Voice, Vision, and Vibration) to gain the necessary skills to implement end-to-end smart applications in different scenarios. Later, you'll learn best practices for building tiny models for memory-constrained microcontrollers. Finally, you'll explore two of the most recent technologies, microTVM and microNPU that will help you step up your TinyML game. By the end of this book, you'll be well-versed with best practices and machine learning frameworks to develop ML apps easily on microcontrollers and have a clear understanding of the key aspects to consider during the development phase. What you will learn Understand the relevant microcontroller programming fundamentals Work with real-world sensors such as the microphone, camera, and accelerometer Run on-device machine learning with TensorFlow Lite for Microcontrollers Implement an app that responds to human voice with Edge Impulse Leverage transfer learning to classify indoor rooms with Arduino Nano 33 BLE Sense Create a gesture-recognition app with Raspberry Pi Pico Design a CIFAR-10 model for memory-constrained microcontrollers Run an image classifier on a virtual Arm Ethos-U55 microNPU with microTVM Who this book is forThis book is for machine learning developers/engineers interested in developing machine learning applications on microcontrollers through practical examples quickly. Basic familiarity with C/C++, the Python programming language, and the command-line interface (CLI) is required. However, no prior knowledge of microcontrollers is necessary.

Arduino 101 houses an Intel Curie module which offers a better performance at a lower power footprint. The module has two 32-bit MCUs - an x86 Intel Quark processor and an ARC EM4 processor along with 384kB flash memory and 80kB SRAM. These onboard MCUs combine a variety of new technologies including wireless communication via Bluetooth Low Energy, 6 axis motion sensor with an accelerometer, and a gyroscope. With this book, you will: Explore neural net pattern matching Have the Arduino learn gesture recognition Perfect for students, teachers, and hobbyists who need just enough information to get started with the Arduino 101.

From smart sensors to cloud to TinyML, learn the IoT ecosystem by developing on ESP32 with industry-wide tools and technologies Key Features * Build IoT projects from scratch using ESP32 * Customize solutions, take them to cloud, visualize real-time data, implement security features * Practice using a variety of hands-on projects such as an audio player, smart home, and more Book Description The ESP32 is a low-cost, low-power, SoC (system on a chip) series of microcontrollers with integrated WiFi and dual-mode Bluetooth. It has shipped >100M units as of 2018 and powers many WiFi devices on the market. This book provides end-to-end coverage of building an IoT system from the ground up to secure data communication techniques from sensors to cloud platforms that will help you to develop production-grade IoT solutions by using the ESP32 SoC. Starting with the fundamentals of IoT supported with real-world use cases, this book will take you through every aspect of building an IoT device using ESP32 from scratch. With every chapter, you'll learn to expand your IoT applications with features such as sensor communication, integrating popular IoT libraries such as Little FS, LVGL and more, connectivity via. WiFi/BLE, security features, cloud connectivity and real-time data visualization techniques using Grafana. Moving further, an entire section is dedicated to covering AI/ML for embedded systems. You'll learn to build and run ML applications using TInyML and ESP32-S3 to create state-of-the-art embedded products. The book takes a hands-on approach to have you start building IoT solutions right from the start. An end-to-end IoT solution in the form of a Smart Home is dedicated towards the end of the book where you apply all the techniques learned through the book in real-time. Get started with building secure, production grade IoT systems on ESP32, today! What you will learn * Using IDE and development tools effectively with debugging/testing features * How to drive popular peripherals and external devices (GPIO, I2C, multimedia, storage) * Handy IoT libraries to be integrated into ESP32 projects * Managing WiFi (STA & AP modes, provisioning, ESP Rainmaker framework features) * Security features (Secure boot, OTA firmware update) * Developing AWS IoT and visualizing data with Grafana * Adding voice capabilities by employing the ESP AFE and Speech recognition framework * Develop ML applications using TinyML on ESP32-S3 and the Edge Impulse platform * Developing TinyML applications on ESP32-S3 Who This Book Is For If you are an embedded software developer, an IoT software architect or developer, a technologist, or anyone who wants to learn how to use ESP32 and its applications, this book is for you. A basic understanding of embedded systems, programming, networking, and cloud computing concepts is necessary to get started with the book.

Jumpstarting books provide an avenue for makers to quickly master topical knowledge! Each book starts with instructions on how to install or initialize the hardware or software needed to reach the "Hello, World" stage of getting started! The second project in the book builds on the first to use more of the hardware or software's capabilities. Later projects expand the user's knowledge into lesser-known aspects of the topic. All Jumpstarting projects are for Makers -- they provide hands-on, real-world experience in making the hardware or software do what you want it to do!

Develop real-world interactive physical computing applications using the Micro:bit with more than 100 MicroPython examples with circuit diagrams Key Features Explore hardware programming and leverage the power of the BBC Micro:bit and MicroPython Build real-life creative projects step by step with each chapter increasing in complexity and interactivity Learn the features of the Micro:bit and how to interface it with electronic components through circuits and code examples Book DescriptionThis book is a one-stop guide for learning BBC Micro:bit with MicroPython, exploring many hardware components and programming techniques to provide detailed insights into developing practical applications with the Micro:bit. It will also show you how hardware components can be manipulated using a combination of Micro:bit and MicroPython for developing practical projects. BBC Micro:bit in Practice will help you gain a holistic understanding of the BBC Micro:bit platform and MicroPython programming, guiding you through mini projects aimed at developing practical knowledge of circuit design and writing programs. You'll learn how to write programs for working with built-in LEDs and buttons, interfacing external LEDs, buttons, motors, buzzers, and much more. You'll also work with built-in radio, speakers, accelerometer, and a compass. You'll dive into concepts related to the Micro:bit filesystem, interfacing external displays, and working with libraries in detail before exploring sewable circuits and wearable technology. After reading this Micro:bit book, you'll understand how to apply principles in electronics and MicroPython to create interesting real-life projects from scratch. What you will learn Explore the essentials of the BBC Micro:bit, its hardware specifications, and versions Program built-in and external LEDs and buttons Program external LED-based displays, buzzers, and stepper motors Use analog input and pulse width modulation to drive a servo motor Detect gestures with internal sensors such as accelerometer, compass, and magnetometer Work on projects with built-in features such as music, speech, radio, and filesystem Explore the advanced features of the Micro:bit Who this book is forThis book is for anyone who wants to use the combination of MicroPython and the BBC Micro:bit for building exciting real-life projects. Engineers, researchers, hobbyists, and technology instructors working in areas such as embedded systems, electronics, software development, IoT, robotics, teaching, and training will find this book useful for building projects. Prior experience with building basic electronic circuits and any programming language, not necessarily MicroPython, will be helpful.

Take your first steps with Raspberry Pi Pico and take on exciting projects using CircuitPython, MicroPython, and Pico Key Features * Make the most of Raspberry Pi Pico-a low-cost microcontroller that is primed for innovation * Work with easy-to-follow examples and learn how to interface and program a Raspberry Pi Pico * Work on fun projects, right from home automation to building a seven-segment display to tracking air quality Book Description Raspberry Pi Pico, Raspberry Pi family's latest addition, is a tiny, fast, and low-cost microcontroller development board from the Raspberry Pi foundation that packs enough punch to power an extensive range of applications. Raspberry Pi Pico DIY Workshop will help you get started with your own Pico and leverage its features to develop innovative products. This book begins with an introduction to Raspberry Pi Pico, giving you a thorough understanding of RP2040's peripherals and different development boards for the Pico developed by other makers. You'll explore add-on hardware and programming language options available for the Pico. Next, you'll focus on practical skills, starting with a simple LED blinking project and building up to a giant seven-segment display, while working with application examples such as citizen science displays, digital health, and robots. You'll also work on exciting projects around gardening, building a weather station, tracking air quality, hacking your personal health, and building a robot, along with discovering tips and tricks to give you the confidence needed to make the best use of RP2040. By the end of this Raspberry Pi book, you'll have built a solid foundation in product development using RP2040, acquired a skillset crucial for embedded device development, and have a multi-purpose robot that you built yourself. What you will learn * Understand RP2040's peripherals and apply them in the real world * Find out about the programming languages that can be used to program RP2040 * Delve into the applications of serial interfaces available on the Pico * Discover add-on hardware available for RP2040 * Explore different development board variants for the Raspberry Pi Pico * Discover tips and tricks for seamless product development with Pico Who This Book Is For This book is for students, teachers, engineers, scientists, artists, and tech enthusiasts who want to develop embedded systems that drive cost-effective automation, IoT, robotics, medical devices, and art projects. If you consider yourself a maker and would like to learn how to use the Raspberry Pi Pico, then this book is for you. Familiarity with Python programming, MicroPython, CircuitPython, embedded hardware, and peripherals is helpful but not mandatory to get the most out of this book.