YoVDO

How to Train and Deploy TinyML Models for Three Common Sensor Types

Offered By: tinyML via YouTube

Tags

Machine Learning Courses Embedded Systems Courses Time Series Analysis Courses Audio Processing Courses Edge Computing Courses Model Deployment Courses Model Training Courses

Course Description

Overview

Explore a comprehensive webinar on training and deploying tinyML models for three common sensor types. Learn from Daniel Situnayake of Edge Impulse as he walks through his workflow and best practices for handling time-series sensor data, audio, and vision. Discover how to use Edge Impulse, a free online studio for training embedded machine learning models. Gain insights into the entire process, from introduction to deployment and optimization. Understand how to work with ImageNet and download tinyML models. Benefit from audience questions and answers to deepen your understanding of this exciting field of tiny machine learning.

Syllabus

Introduction
Overview
Edge Impulse
Classifier
Deployment
Optimization
ImageNet
Download tinyML models
Audience questions
Conclusion


Taught by

tinyML

Related Courses

Introduction to Artificial Intelligence
Stanford University via Udacity Natural Language Processing
Columbia University via Coursera Probabilistic Graphical Models 1: Representation
Stanford University via Coursera Computer Vision: The Fundamentals
University of California, Berkeley via Coursera Learning from Data (Introductory Machine Learning course)
California Institute of Technology via Independent