What we’re about
FIRST JAPAN AREA TINYML MEETUP TO BE ANNOUNCED SOON!
Based on the success of our tinyML meetup groups in the US and Europe, we are branching out to other countries. We invite you to join this fast growing community of 2000+ experts and enthusiasts around the world interested in all aspects of ultra-low power machine learning technologies, products and applications.
• What is the purpose of the group?
To spread the word and educate the industry on "tinyML" (broadly defined as machine learning architectures, devices, techniques, tools and approaches capable of performing on-device analytics for a variety of sensing modalities--vision, audio, motion, environmental, human health monitoring etc.) at “mW” or below power range targeting predominately battery operated devices. The tinyML meetup group is an informal monthly gathering of researchers and practitioners working on various aspects of machine learning technologies (hardware-algorithms/networks- software-application) at the extreme low-power regime to share latest developments in this fast growing field and promote collaborations throughout the ecosystem. The format will be presentations with Q&A followed by networking.
• Who should join?
Experts in machine learning technologies at the edge, especially in the low power battery operated regime. This includes hardware architects, software engineers, systems engineers, ASIC designers, algorithms and application developers, low power sensor providers and end users. “Newbees”, i.e. people interested in joining this field and getting up to speed by listening start-of-the-art presentations and interacting with established players are very welcome to join too, both from the industry and the academia.
• What will you do at your events?
Communicate to the attendees the “latest and greatest” in tinyML by watching a presentation from a tinyML expert from the industry or the academia and interfacing with the member of the tinyML Community.
Upcoming events (1)
See all- Network event78 attendees from 50 groups hostingtinyML Talks by Russell Klein from Siemens EDALink visible for attendees
Announcing tinyML Talks on May 21st, 2024
IMPORTANT: Please register here
Once registered, you will receive a link and dial in information to teleconference by email, that you can also add to your calendar.
8:00 AM - 9:00 AM Pacific Daylight Time (PDT)
Russell Klein, Technical Director, Siemens EDA
"Making ML Tiny with High-Level Synthesis"Crafting an optimal bespoke machine learning accelerator for an ASIC or FPGA implementation means balancing communication, computation, and data movement. Trading off the conflicting goals of performance, accuracy, and efficiency means building and evaluating multiple accelerator architectures, often in the context of a larger system. This talk will show how High-Level Synthesis can be used to quickly create and assess multiple RTL implementations for an AI accelerator from a single algorithmic description. We will explain how HLS can be used to find the optimal quantization for features and weights, layer-by-layer or globally for an entire network. And we will show how HLS can be used to investigate caching strategies and their impact on power and performance. High-Level Synthesis can be the key to deploying ML into the most constrained and challenging Edge and IoT systems.
Russell Klein is a technical director with Siemens EDA working in the High-Level Synthesis group. His work focuses on optimizing hardware/software systems’ performance and efficiency through repartitioning with HLS. He also is an adjunct professor in the master’s program at Portland State University, teaching in the college of electrical and computer engineering. He has been awarded 6 patents in the area of hardware/software systems design and verification.
We encourage you to register earlier since on-line broadcast capacity may be limited.
Note: tinyML Talks slides and videos will be available on the tinyML website and tinyML YouTube Channel afterwards, for those who missed the live session. Please take a moment and subscribe to the YouTube channel today
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Past events (226)
See all- Network event76 attendees from 50 groups hostingHybrid Bay area meetup in person in San Jose, CA and Zoom streamingThis event has passed