Machine Learning from the Cloud to the IoT

Machine Learning and the IoT are a match made in heaven. After all, IoT devices collect mountains of sensor data, what better way to uncover insights and actions than through sophisticated, modern computing methods like ML and AI?

    The problem is, leveraging ML with IoT has historically meant backhauling all your sensor data to the Cloud. When the cloud is involved, security is a concern, and in the realm of IoT, security is often a dirty word.

    In this workshop, you’ll learn how to leverage the power of Machine Learning on Edge Devices and build secure, cloud-independent IoT applications.

    Day 1

    Section 1: The Basics of Machine Learning

    Session 1: Demystifying AI, ML, etc.

    • Lab 1: Building your first ML Model
    • Session 2: ML models for Complex Data: CNNs and LSTMs
    • Lab 2: Building a CNN for Image Recognition

    Section 2: The Basics of IoT

    • Session 1: Introducing the Blues Wireless Ecosystem
    • Lab 1: Claiming your first Device
    • Session 2: Working with Sensors and Actuators to collect data
    • Lab 2: Working with Sensor Data

    Day 2

    Section 3: ML and the IoT

    • Session 1: Why ML and the IoT
    • Session 2: ML at the Edge with Single Board Computers (SBCs)
    • Lab 2: Building ML Models for Edge Inferencing
    • Lab 3: Inferencing on SBCs
    • Session 3: ML at the Edge with Microcontrollers (MCUs)
    • Lab 4: Building ML Models for Microcontrollers
    • Lab 5: Inferencing on MCUs

    Section 4: The future of ML and the IoT

    • Session 4: What's next for ML on the Edge?
    • Lab 1: Hacking Challenge and Free Exploration

    Computer Setup

    Attendees will need to bring a laptop with the following installed:

    Brandon Satrom
    DevX @ Blues Wireless

    Brandon is the VP of Developer Experience @ Blues Wireless, the founder of Carrot Pants Press, a maker education and publishing company, and an avid tinkerer and maker.

    Rob Lauer
    Developer Relations Lead at Blues Wireless

    Rob Lauer is Developer Relations Lead at Blues Wireless and has a passion for Machine Learning, the IoT, and the open web. You can find Rob rambling as @RobLauer on Twitter.

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