Machine Learning Education Resources

Here’s a list of books and videos that present the MAX78000, and machine learning fundamentals from theoretical and practical perspectives.

MAX78000 Product Demonstration Videos

• AI Camera in Action
• AI Face Identification
• AI Speech Recognition
• AI Defined Radio

MAX780000 Webinars and Presentations

Elektor Webinar

• MAX78000FTHR – A Platform for Innovation (March 30, 2021) Slide Deck

tinyML Talks Presentation

• Cutting the AI Power Cord: Technology to Enable True Edge Interface (March 25, 2021)

EBV Webinars

Two part presentation on the MAX78000 with focus on the MAX78000FTHR development platform:

• EBV Session 1 (January 27, 2021)
• EBV Session 2 (January 28, 2021)

Articles and Blog Posts

• Making Coffee with the MAX78000 and Some AI (Part 1) / Part 2

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General AI Topic Videos

• https://www.coursera.org/learn/machine-learning Fundamentals. Andrew Ng.
• https://developers.google.com/machine-learning/crash-course Google
• https://www.tensorflow.org/resources/learn-ml TensorFlow

AI Podcasts

• The Robot Brains Podcast - listen on Apple Podcasts, Spotify, Google, Amazon

AI Blog Posts

• A Recipe for Training Neural Networks

AI Books

• Hands-On Machine Learning with Scikit-Learn, Keras, and TensorFlow: Concepts, Tools, and Techniques to Build Intelligent Systems - 2019
• The Hundred-Page Machine Learning Book – 2019
• Building Machine Learning Powered Applications – 2020
• Deep Learning for Coders with Fastai and PyTorch: AI Applications Without a PhD – 2020
• Deep Learning (The MIT Press Essential Knowledge series) – 2019
• Deep Learning (MIT Free version)
• Deep Learning Illustrated: A Visual, Interactive Guide to Artificial Intelligence (Addison-Wesley Data & Analytics Series) – 2019
• Deep Learning from Scratch: Building with Python from First Principles – 2019
• Deep Learning with PyTorch: Build, train, and tune neural networks using Python tools – 2020
• Programming Machine Learning: From Coding to Deep Learning - 2020