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PROJECT
159

TensorFlow Lite for Microcontrollers Kit Quickstart

By Adafruit Industries

Machine learning has come to the 'edge' - small microcontrollers that can run a very miniature version of TensorFlow Lite to do ML computations.

PROJECT
2,595

TinyML: Getting Started with TensorFlow Lite for Microcontrollers

By ShawnHymel

Learn how to perform machine learning model training on a computer and then run the created inference on a 32-bit processor.

PROJECT
480

Getting Started with Machine Learning Using TensorFlow and Keras

By ShawnHymel

We show how to configure TensorFlow with Keras on a PC and build a simple linear regression model use a NVIDIA GPU to take advantage of parallel processing.

PROJECT
1,604

TensorFlow Lite Tutorial Part 1: Wake Word Feature Extraction

By ShawnHymel

In this tutorial, we will introduce the concept of Mel Frequency Cepstral Coefficients (MFCC) and how to compute them using Python libraries.

PROJECT
458

TensorFlow Lite Tutorial Part 2: Speech Recognition Model Training

By ShawnHymel

In this tutorial, we will briefly go over how a convolutional neural network (CNN) works and how to train one using TensorFlow and Keras.

PROJECT
125

How to Train New TensorFlow Lite Micro Speech Models

By Adafruit Industries

This guide goes through how to train micro speech models on your own.

PROJECT
373

TensorFlow Lite Tutorial Part 3: Speech Recognition on Raspberry Pi

By ShawnHymel

In this tutorial we will develop a Python program that reads the TensorFlow Lite model file and uses it to perform wake word recognition in real time.

PROJECT
975

How to Perform Object Detection with TensorFlow Lite on Raspberry Pi

By ShawnHymel

n this tutorial, we’ll walk through installing TensorFlow Lite and using it to perform object detection with a pre-trained Single Shot MultiBox Detector model.

PROJECT
1,283

Intro to TinyML Part 2: Deploying a TensorFlow Lite Model to Arduino

By ShawnHymel

In this tutorial, we will load our model in Arduino using the TensorFlow Lite library and use it to run inference to generate an approximation of a sinewave.

PROJECT
2,565

Intro to TinyML Part 1: Training a Model for Arduino in TensorFlow

By ShawnHymel

We will create a neural network that is capable of predicting the output of the sine function, convert this model to TensorFlow Lite and examine it using Netron

PLATFORM
277

Coral

The Coral line of TPU development boards features the Google Edge TPU for running TensorFlow Lite models efficiently for various machine learning tasks.

VIDEO

Donald Bell Maker Update - Episode 21: In Sync

By Maker.io Staff

This week on Maker Update, windshield wipers with rhythm, the Arduino IDE goes pro, TensorFlow goes tiny, Bob’s flip-top workshop, Pi goes cyberpunk, butt joints and blow torches.