Using the Pi Camera and a Raspberry Pi board, expand and replicate interesting machine learning (ML) experiments. This book provides a solid overview of ML and a myriad of underlying topics to further explore. Non-technical discussions temper complex technical explanations to make the hottest and m
Machine Learning with the Raspberry Pi: Experiments with Data and Computer Vision
โ Scribed by Donald J. Norris
- Publisher
- Apress
- Year
- 2020
- Tongue
- English
- Leaves
- 571
- Edition
- 1st ed.
- Category
- Library
No coin nor oath required. For personal study only.
โฆ Synopsis
Using the Pi Camera and a Raspberry Pi board, expand and replicate interesting machine learning (ML) experiments. This book provides a solid overview of ML and a myriad of underlying topics to further explore. Non-technical discussions temper complex technical explanations to make the hottest and most complex topic in the hobbyist world of computing understandable and approachable.
Machine learning, also commonly referred to as deep learning (DL), is currently being integrated into a multitude of commercial products as well as widely being used in industrial, medical, and military applications. It is hard to find any modern human activity, which has not been "touched" by artificial intelligence (AI) applications. Building on the concepts first presented in Beginning Artificial Intelligence with the Raspberry Pi, youโll go beyond simply understanding the concepts of AI into working with real machine learning experiments and applying practical deep learning concepts to experiments with the Pi board and computer vision.
What you learn with Machine Learning with the Raspberry Pi can then be moved on to other platforms to go even further in the world of AI and ML to better your hobbyist or commercial projects.
What You'll Learn
- Acquire a working knowledge of current ML
- Use the Raspberry Pi to implement ML techniques and algorithms
- Apply AI and ML tools and techniques to your own work projects and studies
Who This Book Is For
Engineers and scientists but also experienced makers and hobbyists. Motivated high school students who desire to learn about ML can benefit from this material with determination.
โฆ Table of Contents
Front Matter ....Pages i-ix
Introduction to machine learning (ML) with the Raspberry Pi (RasPi) (Donald J. Norris)....Pages 1-47
Exploration of ML data models: Part 1 (Donald J. Norris)....Pages 49-133
Exploration of ML data models: Part 2 (Donald J. Norris)....Pages 135-212
Preparation for deep learning (Donald J. Norris)....Pages 213-277
Practical deep learning ANN demonstrations (Donald J. Norris)....Pages 279-334
CNN demonstrations (Donald J. Norris)....Pages 335-385
Predictions using ANNs and CNNs (Donald J. Norris)....Pages 387-451
Predictions using CNNs and MLPs for medical research (Donald J. Norris)....Pages 453-500
Reinforcement learning (Donald J. Norris)....Pages 501-553
Back Matter ....Pages 555-568
โฆ Subjects
Computer Science; Hardware and Maker
๐ SIMILAR VOLUMES
<p>Using the Pi Camera and a Raspberry Pi board, expand and replicate interesting machine learning (ML) experiments.ย This book provides a solid overview of ML and a myriad of underlying topics to further explore. Non-technical discussions temper complex technical explanations to make the hottest an
<p>https://www.apress.com/gp/book/9781484268209</p> <p>Harness the untapped potential of combining a decentralized Internet of Things (IoT) with the ability to make predictions on real-world fuzzy data. This book covers the theory behind machine learning models and shows you how to program and asse
<p>This book is intended for novices, as well as seasoned Raspberry Pi and Python enthusiasts, who would like to explore the area of computer vision. Readers with very little programming or coding/scripting experience can create wonderful image processing and computer vision applications with relati