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TinyML-edx
SHUO_MUST
创建于2023-01-31
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微型机器学习Tiny Machine Learning
等 2 人订阅
共33篇文章
创建于2023-01-31
订阅专栏
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Deploying TinyML:Custom Dataset Engineering for Keyword Spotting
Things to Consider for your Data Collection Plan As you make a plan to collect data for a custom key
Deploying TinyML: Keyword Spotting
If you take a few minutes to look around the room you’re in, you’ll no doubt recognize the prolifera
Deploying TinyML: The Arduino Blink Example
In this reading, we will deploy the Arduino Blink example to make sure everything is working properl
Deploying TinyML: Setting up your Software
In this reading, we will walk through setting up the software you’ll need for this course, the Ardui
Deploying TinyML: Setting up your Hardware
This reading will walk you through setting up your hardware whether you purchased the TinyML Kit or
Deploying TinyML:Embedded Systems
Embedded Systems In this reading, we will explore the diversity of embedded systems.
Applications of TinyML:Data Privacy with Images
The growth of social media has heralded an era of online data sharing, wherein the majority of daily
Deploying TinyML: Train a Simple TensorFlow Lite for Microcontrollers model
This notebook demonstrates the process of training a 2.5 kB model using TensorFlow and converting it
Deploying TinyML: TensorFlow Lite Flatbuffer Manipulation Example
In this Colab, we’ll dig a little deeper into the TensorFlow Lite Flatbuffer file format. We’ll load
Deploying TinyML: TFLite Micro Developer Design Principles
There are four overarching design principles that TFMicro was built upon in order to address some of
Deploying TinyML: MCU Memory Hierarchy
Given the limited resources available on microcontroller units (MCUs), it is paramount for us as fut
Deploying TinyML: Arduino Cores, Frameworks, mbedOS, and ‘Bare Metal’
In working with the Nano 33 BLE Sense, you have interacted with some of the underlying layers betwee
Deploying TinyML: Transducer Modules & Communication
While some of the TensorFlow Lite Micro capable development boards feature onboard sensors, others d
Deploying TinyML: Diversity of Embedded Microcontrollers
Microcontrollers sit at the bottom of the computing hardware hierarchy, at least in terms of computa
Deploying TinyML:Testing the Sensors
The Serial Monitor & Plotter The Serial Monitor & Plotter are two core tools that you can use to get
Deploying TinyML: Testing the TFLM Installation
In this reading, we are going to walk through deploying the ‘Hello World’ example provided in the Te
Applications of TinyML:Anomaly Detection
Real and Synthetic Data Oftentimes, data is the limiting factor and in turn dictates model performan
Industry 4.0 and TinyML
Possibly the greatest impact of tinyML is likely to occur in industrial sectors. The technology is l
The Many Faces of Bias in ML
One of the promises of machine learning is that it can potentially offer a superior alternative to h
Applications of TinyML:Visual Wake Words
Visual Wake Words Visual Wake Words represents a common TinyML visual use case of identifying whethe
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