Khadas VIM3 board based on Amlogic A311D processor with a 5TOPS Neural-network Processing Unit (NPU) launched last June. We’ve reviewed VIM3 with Android 9 shortly after launch, but until recently it was not possible to leverage the NPU since the software was not quite ready yet. The goods news is that Khadas has now released the NPU toolkit for both VIM3, and the cheaper VIM3L boards. The NPU toolkit contains the following directory: docs – Model conversion documentation acuity-toolkit – Model conversion tools linux_sdk – Linux SDK android_sdk – Android SDK The toolkit works in host PCs running Ubuntu 16.04 or 18.04 with Tensorflow framework, and inference can run on both Linux and Android OS in Khadas VIM3/3L board. It includes an Inception v3 sample with 299×299 sample photos, among other demos. You’ll find documentation to get started with model conversion and inference in Linux on Khadas Wiki. You can […]
Bangle.js is an Hackable, Open Source JavaScript and TensorFlow-driven Smartwatch (Crowdfunding)
Espruino brought JavasScript to the Microcontroller, now Bangle.js is bringing Javascript plus TensorFlow Lite to your smartwatch. There has been some movement by some developers that says that JavaScript should be used for everything, even though I find that idea ridiculous, I still find JavaScript a fascinating language. The NeaForm Research team and Gordon Williams (the brain behind Espruino) have all teamed up in launching Bangle.js Smartwatch. Bangle.js isn’t your ordinary smartwatch, at the heart of it is the open-source ecosystem. JavaScript plus TensorFlow Lite and of course, a cool looking Smartwatch is what Bangle.js is offering. Bangle.js was launched at the recently concluded NodeConf EU conference, and the goal is to bootstrap an Open Health Platform hopefully. NodeWatch is the specific implementation of Bangle.js for NodeConf EU 2019, co-developed by Espruino and NearForm Research. This project has the potential to bootstrap a community-driven open health platform where anyone can […]
Shine Assistant AI-Powered Toilet Cleaning System Aimed at the Mass Market (Crowdfunding)
Shine Assistant AI For The Bathroom Entering the consumer market with an AI device can be tricky, it is difficult to explain how and why they work. Shine Bathroom has entered into the arena of smart bathrooms, which are starting to pop up with more frequency. Shine Assistant is the latest, stand-alone smart toilet automated cleaner and maintenance system on the market. The Smart Toilet Market The smart toilet has been reported on in the articles on Kohler Novita, an AI toilet called the “Therapy Bidet” and the Lixil AI-based toilet that can analyze feces to help in healthcare, especially for the elderly. The Shine Assistant Features and Advantages The Shine Assistant is a device that attaches to any toilet, mounts to the wall or side of the toilet, and leverages AI for cleaning and maintenance. The system has a number of features and advantages over human-based cleaning and maintenance. […]
Nordic Semi nRF5340 Dual Arm Cortex-M33 SoC Supports Bluetooth 5.1/Mesh, NFC, Thread & Zigbee
After introducing nRF52833 WiSoC with Bluetooth 5.1 direction-finding support last month, Nordic Semiconductors has now launched another multi-protocol wireless SoC with nRF5340 featuring two Arm Cortex-M33 cores and supporting Bluetooth 5.1, Bluetooth Mesh, NFC, Thread & Zigbee. One of the Cortex-M33 is an application core incorporating 1 MB Flash and 512 KB RAM, as well as Arm CryptoCell-312, Arm TrustZone technology, and Secure Key Storage for the highest level of security, and the other Cortex-M33 core is used for networking functions. The company also announced nRF5340 PDK to get started with the new WiSoC. nRF5340 Dual-Core Multiprotocol SoC Key features and specifications: CPU Application core – Arm Cortex-M33 @ 128/64 MHz with 1 MB Flash + 512 KB RAM, 8 KB 2-way set associative cache; CoreMark: 510/255; CoreMark/mA: 65/76 Network core – Arm Cortex-M33 @ 64 MHz with 256 KB Flash + 64 KB RAM, 2 KB instruction cache; CoreMark: […]
Mudi is a Tor & VPN Enabled Portable 4G LTE WiFi Router (Crowdfunding)
GL.inet has made routers for a long time, and its latest product is called Mudi which they promote as a “4G LTE Privacy Router for Road Warriors”. Mudi is battery-powered, and designed to improve security and privacy compared to using only public WiFi access points, and comes with Tor and VPN support – the latter turned on/off with a physical switch – out of the box. Mudi (GL-E750) hardware specifications: SoC – Qualcomm QCA9530 MIPS24Kc processor @ 650 MHz System Memory – 128MB DDR2 Storage – 16MB + 128MB flash + MicroSD card slot up to 128GB Connectivity WiFi 2.4 GHz 802.11b/g/n WiFi 4 up to 300 Mbps 5 GHz 802.11n/ac WiFi 5 up to 433 Mbps Cellular – 4G LTE Cat.6 or Cat.4 module + NanoSIM card slot USB – USB type-C port Display – OLED display Misc – Power button, VPN switch button Power Input – 5V/2A Power […]
Peakago 7-inch Windows 10 Fanless Mini-Laptop Launched for $269 and Up (Crowdfunding)
Peakago fanless mini-laptop Peakago Computer has started an IndieGoGo campaign for its 7″ fanless laptop and mini-PC the Peakago. The campaign has raised 831% of the original target funding on its first day. Market Similarities for Mini-Laptops The Peakago is not a new idea, as there have been a number of 7″ to 9″ display laptops that offer Windows operating systems. The advent of the pocket sized laptop has inspired a number of different versions of similar types and operating systems. The Pretech 700Mi Mini is one of those iterations that was reported on here and is a look-alike to the Peakago. In fact, Peakago and the Pretech are from the same tooling company. A Wide Viewing Angle Display The campaign does say the display has a 178° viewing area, but this unit is very portable and could easily be used in a densely populated locale, so maybe such a […]
Gen 3 Intel Movidius “Keem Bay” VPU Introduced at 2019 Intel AI Summit
Intel made announcements about upcoming AI solutions at 2019 Intel AI Summit. Those include Intel Nervana Neural Network Processors (NNP) for training (NNP-T1000) and inference (NNP-I1000) for cloud and data center customers, as well as Gen 3 Intel Movidis “Keem Bay” VPU. We’ll focus on the latter in this post with Intel claiming similar performance as NVIDIA Jetson AGX Xavier at much lower power consumption with claims of up to 4.7 times more power efficiency when using ResNet-50 benchmark inference measurement using INT8 with a batch size of 1. Considering Jetson Xavier AGX has a ~30W power budget, that would mean Movidius “Keem Bay” consumes around 6 Watts. Compared to Myriad X MA2085, the new Gen3 VPU is said to have more than 10 times the inference performance. Intel did not provide any TOPS figure, but considering the company announced 1 TOPS of neural compute performance for Myriad X, one […]
Firewalla Gold Intel-based Ubuntu Router Enables Multi-Gigabit Cyber Security (Crowdfunding)
We covered Firewalla based on NanoPi NEO board in mid-2018. The device is a tiny firewall, parental control, ad-blocker, and VPN appliance for end-users. Since then they’ve launched Firewalla Blue based on NanoPi NEO2 SBC with Gigabit Ethernet and a faster processor, and now the company has just introduced the even more powerful Intel-based Firewalla Gold. Firewalla Gold specifications: Processor – Unnamed intel 64-bit quad-core processor System Memory – 4GB RAM Storage – 32GB flash Connectivity 4x Gigabit Ethernet ports supporting over 3 Gbps in total, and up to 10 VPN connection at up to 120 Mbps aggregated bandwidth. WiFi 6 module (not sure optional or included) Misc – RTC Power Supply – DC barrel jack They may have designed a custom board this time, as I’m not sure which off-the-shelf SBC they may have used in their new product. The device runs Ubuntu Linux so the users will have […]