The Arm Machine Learning processor provides up to 4.6 Trillions of Machine Learning Operations Per Second, as part of the Project Trillium, Arm’s Machine Learning (ML) platform, enables a new era of advanced, ultra-efficient inference at the edge with Programmable layer engines for future-proofing, Highly tuned for advanced geometry implementations, Specifically designed for ML and neural network (NN) capabilities, the architecture is versatile enough to scale to any device, from IoT to connected cars and servers.
Built from the ground up for optimal performance and efficiency, Project Trillium completes the Arm Heterogenous ML compute platform with the Arm ML processor, the second-generation Arm Object Detection (OD) processor and open-source Arm NN software.
The Arm Machine Learning processor consists of state-of-the-art optimized fixed-function engines that provide best-in-class performance within a constrained power envelope. Additional programmable layer engines support the execution of non-convolution layers, and the implementation of selected primitives and operators, along with future innovation and algorithm generation. The network control unit manages the overall execution and traversal of the network and the DMA moves data in and out of the main memory. Onboard memory allows central storage for weights and feature maps, thus reducing traffic to the external memory and therefore, power.
Google booth tour at the BETT education technology conference, showcasing some of the newest Chromebooks released for the education market, new security features to help schools prepare for the new General Data Protection Regulation (GDPR) of the EU (more information at Google Blog), collaborative tools for teachers and students, the Jamboard interactive whiteboard display device, Google Expeditions using Augmented Reality and VR. Chromebooks are the leading device for the K-12 education market in the USA and now also in Sweden, Canada and New Zealand with 25 million users worldwide. G Suite for Education is used by 80 million users worldwide.
At the 2017 IET Christmas Lecture, Hub Mentor and pioneering technology entrepreneur Sir Robin Saxby, founding CEO and Chairman of ARM Holdings (who I interviewed here) shares his advice for growing a start-up with limited resources into a global powerhouse. Under his leadership, ARM became the world’s leading semiconductor Intellectual Property (IP) company, and now connects over 5 billion people, powering everything from supercomputers to each Whatsapp message on your phone.
[You can auto-translate the english subtitles to any language from YouTube on a desktop, the video is also available with only external subtitles here]
He answers questions like:
How can a small start-up compete with far bigger competition?
How do you build the right team?
What is the most common mistake technical founders make?
Sir Robin continues to champion entrepreneurship in the UK, and is a committed supporter of the Royal Academy of Engineering’s Enterprise Hub (https://enterprisehub.raeng.org.uk/)
Exciting Liverpool Technology start up:
Robin and Friends Bandcamp
Participated in creating this video:
Jan Mary Baloyo, IET
Nilar Shyun Mya, IET PSB Academy On Campus
Syafiq Shahul, IET PSB Academy On Campus
Stanley Liau, IET Singapore LN
HDMI 2.1 Specification Supports a Range of Features for Enhanced Gaming:
- Variable Refresh Rate (VRR) reduces or eliminates lag, stutter and frame tearing for more fluid and better detailed gameplay.
- Quick Media Switching (QMS) for movies and video eliminates the delay that can result in blank screens before content is displayed.
- Quick Frame Transport (QFT) reduces latency for smoother no-lag gaming, and real-time interactive virtual reality.
- Auto Low Latency Mode (ALLM) allows the ideal latency setting to automatically be set allowing for smooth, lag-free and uninterrupted viewing and interactivity.
HDMI 2.1 Specification Supports Ultra High Speed Bandwidth Up to 48Gbps enabling Higher resolutions and faster refresh rates including 8K60Hz and 4K120Hz and support for resolutions up to 10K120 compressed. The Ultra High Speed HDMI Cable supports 48Gbit/s bandwidth for uncompressed HDMI 2.1 feature support and has very low emissions of Electromagnetic interference (EMI).
Dynamic HDR support ensures every moment of a video is displayed at its ideal values for depth, detail, brightness, contrast and wider color gamuts. Here this interview is with Technicolor about their implementation of Dynamic HDR supported as part of the new HDMI 2.1 Spec.
eARC in HDMI 2.1 simplifies connectivity and supports the most advanced audio formats such as object-based audio, such as Dolby Atmos and DTS:X, highest audio quality, and ensures compatibility between audio devices and upcoming HDMI 2.1 products, enabling to deliver those formats via an eARC-enabled HDMI port on a future HDMI 2.1 TV. eARC also provides support for the TV’s over-the-air tuner, streaming apps received by the TV, and audio from HDMI sources connected to the TV.
A key advantage of eARC is that it enables a TV-centric living room or home theater configuration that can provide a more seamless experience. Today, an AV receiver—or a similar repeater device—is necessary to extract high quality audio from an HDMI link, while the video is processed and passed through to the TV. The user may have to switch inputs on both the TV and an audio device to find the source of their content, and content sourced within the TV and from TV inputs is frequently limited to stereo or, in the best case, one of a very small number of compressed formats.
With eARC, it will be possible to connect all sources through the TV and send audio to the sound system completely uncompromised. Furthermore, eARC will make possible a new breed of audio-only receivers that will yield greater value and ease-of-use by eliminating a video subsystem. So, in theory anyway, overall video and audio performance will improve with eARC.