TinyML: Machine Learning with TensorFlow Lite on Arduino and Ultra-Low-Power Microcontrollers
Warden, Pete; Situnayake, Daniel
Language: English
Published by O'Reilly Media, 2020
- Softcover
- Used
Seller: Goodwill of Central and Coastal Virginia, Richmond, VA, U.S.A.Goodwill of Central and Coastal Virginia
AbeBooks seller since May 29, 2026
Condition: Used - Fair
US$ 7.77
Quantity: 2 available
Add to basketSeller Inventory # CCVV.1492052043.A
- Title
- TinyML: Machine Learning with TensorFlow Lite on Arduino and Ultra-Low-Power Microcontrollers
- Author
- Warden, Pete; Situnayake, Daniel
- Publisher
- O'Reilly Media
- Publication year
- 2020
- Condition
- acceptable
- Binding
- Soft cover
- Language
- English
- ISBN 10
- 1492052043
- ISBN 13
- 9781492052043
Deep learning networks are getting smaller. Much smaller. The Google Assistant team can detect words with a model just 14 kilobytes in size—small enough to run on a microcontroller. With this practical book you’ll enter the field of TinyML, where deep learning and embedded systems combine to make astounding things possible with tiny devices.
Pete Warden and Daniel Situnayake explain how you can train models small enough to fit into any environment. Ideal for software and hardware developers who want to build embedded systems using machine learning, this guide walks you through creating a series of TinyML projects, step-by-step. No machine learning or microcontroller experience is necessary.
- Build a speech recognizer, a camera that detects people, and a magic wand that responds to gestures
- Work with Arduino and ultra-low-power microcontrollers
- Learn the essentials of ML and how to train your own models
- Train models to understand audio, image, and accelerometer data
- Explore TensorFlow Lite for Microcontrollers, Google’s toolkit for TinyML
- Debug applications and provide safeguards for privacy and security
- Optimize latency, energy usage, and model and binary size
"Synopsis" may belong to another edition of this title.
About the Author
Daniel Situnayake leads developer advocacy for TensorFlow Lite at Google. He co-founded Tiny Farms, the first US company using automation to produce insect protein at industrial scale. He began his career lecturing in automatic identification and data capture at Birmingham City University.
"About the title" may belong to another edition of this title.
Goodwill of Central and Coastal Virginia
Richmond, VA, U.S.A.
AbeBooks seller since May 29, 2026
Shipping rates within U.S.A.
| Item | 5 to 14 business days | 3 to 6 business days |
|---|---|---|
| First item | US$ 5.74 | US$ 10.99 |
Payment methods
Store description
Goodwill of Central and Coastal Virginia is a nonprofit dedicated to changing lives through the power of work. Every book purchased from our page helps fund job training programs, education, and employment opportunities for individuals facing barriers to work. From career coaching to skills development, we empower people in our community to build brighter futures. When you shop our books, you are not just finding your next great read, you are supporting a mission that has strengthened Central and Coastal Virginia since 1923. Give a book a second life and help someone start a new chapter of their own. Our mission is changing lives…helping people help themselves through the power of work. Through an earn while you learn approach, we provide hands-on experience, supportive services, and access to training that leads to real careers. Every purchase plays a role in advancing that mission and creating opportunities across the communities we serve.…
Specialty
Used books from all categoriesSeller's business information
Goodwill of Central and Coastal Virginia
6301 Midlothian Tpke
Richmond, VA U.S.A. 23225