The Tool Desk
Outbyte PC Repair FREERepair Windows errors before they cause bigger problemsFix Now →Outbyte Driver Updater FREEFix the driver behind crashes, sound loss and screen glitchesFind Drivers →“Getting Edgy with Machine Learning” was a 2024–2025 design challenge from Infineon and Hackster.io. It invited makers to build Internet of Things (IoT) applications that run machine-learning tasks on edge devices, using Infineon’s PSoC 6 AI Evaluation Kit, model CY8CKIT-062S2-AI. The contest is over; its projects remain useful examples of how local sensor data can drive embedded applications.
What was the Getting Edgy with Machine Learning challenge?
The challenge asked participants to bring machine learning to edge devices to solve IoT problems. Rather than send every sensor reading to a remote service for analysis, an edge-ML project processes data on or near the device that collected it. That can support responsive, locally operated prototypes, though it does not by itself establish that a project is reliable or suitable for commercial use.
Infineon announced the challenge with Hackster.io in September 2024. The contest page now identifies it as over. Its historical deadline was May 22, 2025, at 11:59 p.m. Pacific Time, with winners scheduled to be announced by June 13, 2025. Infineon’s announcement and the Hackster contest page describe the event.
What hardware and tools did participants use?
The PSoC 6 AI Evaluation Kit
The central hardware was Infineon’s PSoC 6 AI Evaluation Kit, model CY8CKIT-062S2-AI. Contest materials describe a PSoC 6 microcontroller alongside radar, a digital MEMS microphone, a barometric pressure sensor, IMU sensors, and Wi-Fi/Bluetooth connectivity. The mix supports experiments with audio, movement, radar, and environmental sensing.
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#1 Best Overall
- Read Before You Buy — No Video Output: These adapters support charging and USB 2.0 data transfer, but cannot transmit video signals. Except for standard USB webcams (which use USB data only), they are not compatible with HDMI/DisplayPort cables, video-capable USB-C hubs, or docking stations with video output.
- Convert USB-A Ports to USB-C: Designed to connect USB-C earphones, cables, flash drives, card readers, and other USB-C accessories to standard USB-A ports. Plug-and-play with no drivers or software required.
- Aluminum Alloy Housing: Built with a sturdy aluminum alloy shell that aids in heat dissipation and protects against daily wear and scratches. Designed to maintain a stable and secure connection.
- Compact & Travel-Friendly: The ultra-compact design allows the adapter to stay plugged into your device without blocking adjacent ports or adding bulk, reducing wear and tear on your original USB ports.
- 12-Month Warranty: Backed by a 12-month manufacturer warranty for peace of mind. Designed to meet strict quality control standards for reliable everyday performance.
Those sensors suggest different project directions, not guaranteed capabilities in every setting. For example, a microphone can provide audio for sound classification, an IMU can capture movement, radar can detect presence or motion, and pressure readings can contribute environmental context. A useful project starts by matching the sensor and the data it can collect to a clearly defined task.
From sensor readings to a deployed model
The contest’s general workflow was to collect sensor data, train a custom model in DEEPCRAFT Studio or select a DEEPCRAFT Ready Model, deploy it to the board using ModusToolbox, and document the working project. Contest materials said DEEPCRAFT Studio was available for Windows at that time; that historical statement should not be treated as confirmation of current compatibility or product terms.
Rank #2
- 5-in-1 USB-C Hub: Experience comprehensive connectivity featuring a Power Delivery input, two USB-A 2.0 ports, a USB-A 3.0 port, and an HDMI port. (Note: The USB-C power delivery input port is only for connecting an external wall charger to power your laptop and cannot power peripheral devices.)
- 90W Pass-Through Charging: Achieve optimal charging with 90W pass-through power to your laptop, supported by a total input of 100W, with the hub reserving 10W for operational efficiency. (Note: Wall charger not included.)
- Quick Data Transfers: Accelerate your productivity with rapid data transfers using a high-speed 5Gbps USB 3.0 port and two 480Mbps USB 2.0 ports.
- 4K HDMI Display: Enhance your visual experience with a hub capable of delivering 4K resolution at 30Hz in both mirror and extend modes. Please note that this hub is compatible with MacBook (macOS 12 and newer), Windows 10 and 11, ChromeOS, and laptops equipped with DP Alt Mode and Power Delivery. Note: This device is not compatible with Linux.
- What You Get: Anker USB-C Hub (5-in-1, 4K HDMI), welcome guide, 18-month warranty, and our friendly customer service.
The contest FAQ required a trained model, the named kit, DEEPCRAFT Studio or a Ready Model, and ModusToolbox. It also called for documentation such as a bill of materials, instructions, images, and relevant files, including code or schematics. These were contest requirements, not a current setup guide.
What kinds of projects came out of the challenge?
Hackster’s recap covered prototypes spanning several sensing modes and applications:
Rank #3
- Sleek 7-in-1 USB-C Hub: Features an HDMI port, two USB-A 3.0 ports, and a USB-C data port, each providing 5Gbps transfer speeds. It also includes a USB-C PD input port for charging up to 100W and dual SD and TF card slots, all in a compact design.
- Flawless 4K@60Hz Video with HDMI: Delivers exceptional clarity and smoothness with its 4K@60Hz HDMI port, making it ideal for high-definition presentations and entertainment. (Note: Only the HDMI port supports video projection; the USB-C port is for data transfer only.)
- Double Up on Efficiency: The two USB-A 3.0 ports and a USB-C port support a fast 5Gbps data rate, significantly boosting your transfer speeds and improving productivity.
- Fast and Reliable 85W Charging: Offers high-capacity, speedy charging for laptops up to 85W, so you spend less time tethered to an outlet and more time being productive.
- What You Get: Anker USB-C Hub (7-in-1), welcome guide, 18-month warranty, and our friendly customer service.
- Vibration: predictive-maintenance detection tested on a vacuum cleaner.
- Audio: a classifier for household ambient sounds and a system for detecting illegal-logging sounds.
- Radar: doorway traffic analysis and a fan prototype that used radar and gestures to track and respond to people.
- Motion: blender-status detection based on movement.
- Environmental sensing: a prototype that scored produce freshness.
The examples show how varied the intended applications were; they do not prove commercial readiness or validated performance across real-world environments. The recap describes its medical-related example as demonstrative, not a substitute for a certified medical device. Hackster’s winners recap also quotes contest judge and Infineon product manager Sarah Hemmer: “I was amazed by the creativity of the contestants and the variety of use cases that were tackled as part of the challenge.”
How to apply the project lessons to a new build
Use the challenge examples as starting points, not recipes. A sensor-to-model prototype depends on the relationship between the task, the collected data, and the environment in which the device will operate. The contest FAQ identified data quality, realistic deployment, and model robustness as judging considerations.
Rank #4
- Dual Converters, Infinite Potential：Includes 2× USB C male to USB A female adapters and 2× USB A male to USB C female adapters. Perfect for a wide range of uses—tablets with Bluetooth keyboards, expand USB ports on macbook, and more. Two different converters for all your daily needs
- Next-Level 10Gbps & 3A Charging: No more slow 480Mbps, this usb to usb c adapter has a transfer speed of up to 10Gbps, allowing you to do more transferring in less time. This usb adapter fits both USB A and USB C charger, supporting up to 3A fast charging
- Upgraded Exquisite Craftsmanship: With an aluminum alloy housing and metal connector, the usbc to usb adapter is extremely durable and sturdy. Rigorously tested to withstand more than 10,000 times of plugging and unplugging, ensuring long-lasting performance
- Broad Compatible: The usb c to usb adapter widely supports all USB C/ USB A devices like laptops, tablets, cellphones, car chargers, and phone chargers. Such as compatible with MacBook Pro/Air 2023/2022, Thunderbolt 4/3 Devices,Apple MagSafe Watch 9/8/7/SE/Ultra, iPad Pro 2022/2021, Samsung Galaxy S23/S20/S10, and iPhone 17/16/15 Pro. Plug and play
- Please Note: To reach 10Gbps speed, keep the cable under 3.3 ft. For USB A Male to USB C adapters, try flipping the USB C connector. USB C Male to USB A adapters support bidirectional 10Gbps transfer within 3.3 ft
- Define one observable task. Specify what the device should recognize or estimate, and what action should follow. “Classify a small set of household sounds” is more testable than “understand the home.”
- Choose a sensor that captures the relevant signal. Consider whether the task is best represented by audio, motion, radar, pressure, or a combination. Check that the chosen sensor can collect useful data under the intended conditions.
- Collect representative examples. Include the normal variation the device is likely to encounter, rather than relying only on clean or convenient samples. Data collected in one room, on one appliance, or under one set of conditions may not represent other environments.
- Select a model path. A custom-trained model fits a task when you can assemble suitable labeled data; a Ready Model is another option where an appropriate model exists. The challenge materials describe both paths but do not establish that a particular model will work for a new application.
- Deploy and evaluate in the intended setting. Test the deployed behavior where the device is meant to operate, including relevant background noise, movement, placement, and connectivity conditions. A successful demonstration alone does not establish robustness or safety.
- Document what the prototype actually does. Record its hardware, instructions, code or schematics, and the conditions under which it was evaluated. Be clear about limitations and avoid presenting a prototype as a validated product.
Can you still enter, and what would you need for a similar project?
No. The Getting Edgy with Machine Learning contest has concluded, and its deadline and prizes are historical. The FAQ listed $2,500 for Best Overall, three $500 runner-up awards, $1,000 each for Radar, Motion, and Microphone category winners, and $500 for Best Use of DEEPCRAFT Ready Models. These were contest awards, not current offers or general edge-ML benchmarks.
The CY8CKIT-062S2-AI is the hardware most directly associated with the challenge and could be considered for a similar prototype. The contest materials linked to a purchase source, but current Amazon availability, price, stock, and affiliate participation have not been established. Check current vendor and retailer information before buying; the kit is optional hardware for a new project, not a way to enter the closed contest.
Best Value
- 5-in-1 Connectivity: Equipped with a 4K HDMI port, a 5 Gbps USB-C data port, two 5 Gbps USB-A ports, and a USB C 100W PD-IN port. Note: The USB C 100W PD-IN port supports only charging and does not support data transfer devices such as headphones or speakers.
- Powerful Pass-Through Charging: Supports up to 85W pass-through charging so you can power up your laptop while you use the hub. Note: Pass-through charging requires a charger (not included). Note: To achieve full power for iPad, we recommend using a 45W wall charger.
- Transfer Files in Seconds: Move files to and from your laptop at speeds of up to 5 Gbps via the USB-C and USB-A data ports. Note: The USB C 5Gbps Data port does not support video output.
- HD Display: Connect to the HDMI port to stream or mirror content to an external monitor in resolutions of up to 4K@30Hz. Note: The USB-C ports do not support video output.
- What You Get: Anker 332 USB-C Hub (5-in-1), welcome guide, our worry-free 18-month warranty, and friendly customer service.
Current software compatibility, licensing, and setup details likewise are not established by the contest-era materials. Confirm those details with the relevant vendors before planning a build around DEEPCRAFT Studio, DEEPCRAFT Ready Models, or ModusToolbox.
Quick Recap
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