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[AI Compute Symposium] Machine learning for real: Thinking more carefully about efficiency, loss functions, and GANs

IBM Yorktown THINKLab 1101 Kitchawan Rd, Yorktown Heights

Deep learning seems to touch every discipline these days, but behind its startling magic tricks, it is surprisingly primitive. It is concerning to note the extent to which today’s deep learning relies on folklore: on recipes and anecdotes, rather than on scientific principles and explanatory mathematics. Think of how much more trustworthy, robust, compact, and … Continued

[Design Automation Conference 2022] Machine Learning for Real: Why Principles, Efficiency, and Ubiquity Matter

In this keynote address, Perceive CEO Steve Teig will discuss how deep learning’s reliance on inefficient models based on recipes and anecdotes, rather than scientific principles and explanatory mathematics, leads to unsustainable compromises in power-efficiency, privacy, and user experience. By focusing instead on using information theory to guide the development of more rigorous, scalable machine … Continued

[Embedded Vision Summit 2022] Panel: Are Neuromorphic Vision Technologies Ready for Commercial Use?

Santa Clara Convention Center 5001 Great America Pkwy, Santa Clara, CA

  In this panel, Perceive CEO Steve Teig joins Ryad Benosman, James Marshall, and Sally Ward-Foxton to discuss neuromorphic vision, which has long been in development and has promised great improvements in latency and power usage for a variety of uses, such as edge applications. The panel will consider if these technologies could be viable … Continued

[Embedded Vision Summit 2022] Women in Vision Reception

Santa Clara Convention Center 5001 Great America Pkwy, Santa Clara, CA

Perceive is proud to sponsor the Women in Vision networking reception May 17 at the Embedded Vision Summit. Join us there for the opportunity to meet and network with other women who share professional interests in computer vision and edge AI. Please visit this link for more information about the event.

[Embedded Vision Summit 2022] Putting Activations on a Diet – Or Why Watching Your Weights Is Not Enough

Santa Clara Convention Center 5001 Great America Pkwy, Santa Clara, CA

  Perceive CEO, Steve Teig, will discuss the current industry focus on compressing weights to lower the memory requirements of neural networks – and why it's necessary to investigate means to reduce activation memory as well. Although there are many schemes used to reduce weights, they often require compromises such as lower precision or smaller … Continued

Embedded Vision Summit 2022

Santa Clara Convention Center 5001 Great America Pkwy, Santa Clara, CA

Perceive is a Gold Sponsor for Embedded Vision Summit 2022 and the exclusive sponsor for the Women in Vision Reception on May 17. Contact us to set up a meeting, or drop by booth 524! We look forward to seeing you there!

[Embedded Vision Summit 2021] TinyML Isn’t Thinking Big Enough

Today, TinyML focuses primarily on shoehorning neural networks onto microcontrollers or small CPUs but misses the opportunity to transform all of ML because of two unfortunate assumptions: first, that tiny models must make significant performance and accuracy compromises to fit inside edge devices, and second, that tiny models should run on CPUs or microcontrollers. Regarding … Continued

[Embedded Vision Summit 2021] Facing Up to Bias

Today’s face recognition networks identify white men correctly more often than white women or non-white people. The use of these models can manifest racism, sexism, and other troubling forms of discrimination. There are also publications suggesting that compressed models have greater bias than uncompressed ones. Remarkably, poor statistical reasoning bears as much responsibility for the … Continued

December 2020 Edge AI and Vision Alliance Innovation Forum

The event will be presented on a robust virtual platform allowing attendees to attend presentations, ask questions of the speakers, see Member company demos and network with other industry attendees.

Steve will be speaking on a panel at this event.

[Global Foundries Tech Conference] Opportunities in Edge AI

Explosive data growth and real-time data analysis drives the need for increased performance and power efficiency for edge devices such as home security cameras, wearables, mobile phones, and smart appliances. Purpose-built AI accelerators handle these challenges, significantly speeding up AI applications such as inferencing at the edge by enabling local processing. Learn how purpose-built AI … Continued

[Embedded Vision Summit] Opportunities and Challenges in Realizing the Potential for AI at the Edge: Update from the Front Lines (Panel Discussion)

The opportunity for edge AI solutions at scale is massive—and is expected to eclipse cloud-based approaches in the next few years. But to realize this potential, we must find ways to simplify and democratize the development and deployment of edge AI systems. What are the most critical gaps that must be filled to streamline edge … Continued

[Embedded Vision Summit] Booth

We are attending Embedded Vision Summit 2020 as a Gold sponsor. Please visit our virtual booth to learn more about us!