Center for Spatial Computational Learning https://nitter.gq/t.co/helWAckjG6
Joined May 2019
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Our research group @imperialcas is delighted to have our long-term collaborator and friend Prof Milos Ercegovac from @UCLA with us this week. Welcome, Milos!
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Congratulations to my PhD student @AndronicMarta, whose paper "NeuraLUT: Hiding Neural Network Density in Boolean Synthesizable Functions" has been accepted by #FPL2024 !
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This week we're excited to have Prof Paul Chow from @UofT visiting us under the auspices of @spatialmlnet. He's kicking off by giving us an overview of using their multi-FPGA Galapagos system for machine learning.
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Delighted to have Camilo Vega visiting @imperialcas from @UofT under the auspices of @spatialmlnet to work on integrating their Galapagos framework for large-scale multi-#FPGA compute with some of our DNN / #ML accelerator compilers. Welcome, Camilo!
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Join us on Zoom on Tuesday at 9am EST (2pm UK time) to hear Cheng Zhang from @imperialeee speak about sub-8-bit LLM inference utoronto.zoom.us/j/826132296…
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Our new research paper "beyond inference" has been accepted at DAC'24. We investigate overheads within deep learning servers, and explore avenues to improve efficiency. Read more in our preprint:
arxiv.org/abs/2403.12981
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Excited to have Jason Cong from @UCLA visiting us this week as part of the @spatialmlnet researcher exchange program. Here he is telling us about the latest research in his lab.
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Reminder- today 9am EST (1pm UK, not 2pm as stated below… grrr… daylight savings)
Join us on Zoom on Tuesday, 9am EST (2pm UK) to hear about Yuzong's work on in-memory computing for ML acceleration at @cornell_tech. Link to Zoom: utoronto.zoom.us/j/826132296…
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Delighted to welcome Atefeh Sohrabizadeh from @UCLA to @imperialcollege @imperialeee today for the start of her @spatialmlnet researcher-exchange. She kicked off by giving @imperialcas a great overview of her work bringing ML to EDA.
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The majority of slides from the workshop I ran at #FPGA2024 with Andrew Boutros and @cbouganis are now available at
sites.google.com/view/isfpga…
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Back from my trip to @TheOfficialACM #FPGA2024, @AMD and @spatialmlnet-themed workshop. Wonderful trip - summary here: constantinides.net/2024/03/0…
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I'll be talking at the SpatialML Workshop at #FPGA2024 in Monterey on Sunday 3 March about the @Groq hardware architecture and its programming models, including my own passion for building DSLs in #Haskell for hardware design, and programming our #LPU™ chip using the usual tricks from the functional programmer's toolbox. Lots of other great talks too! Please come. Thanks to @CBouganis and @gconstantinides for the organization. sites.google.com/view/isfpga…
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Update to exciting panel discussing working across abstraction layers for deep learning at #FPGA2024. Now featuring Jason Anderson (@UofT) , Jason Cong (@UCLA), Theo Drane (@intel), Wayne Luk (@imperialcollege) and Steve Neuendorffer (@AMD), me chairing.
sites.google.com/view/isfpga…
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Come along to our next public seminar series on Zoom. Wenjie Zhou (@Sydney_Uni) will be speaking on "FPGA Implementation of a Time Series Forecasting Network using Block Minifloat Arithmetic". Zoom link below!
Come to our online seminar series!
4th Tuesday of every month at 9am EST (2pm BST)
Zoom link: utoronto.zoom.us/j/826132296…
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Exciting workshop at #FPGA2024 - full schedule now up: Zhang, Chow, @XunLei_CHN, @satnam6502, Betz, Sohrabizadeh, @AlexMontgomerie, Bayliss, Anderson, Cong, Luk and organised by @CBouganis, Boutros and myself.
Register now for FPGA 2024 for discount!
sites.google.com/view/isfpga…
spatialml retweeted
I'll be talking at the SpatialML Workshop at #FPGA2024 in Monterey on Sunday 3 March about the @Groq hardware architecture and its programming models, including my own passion for building DSLs in #Haskell for hardware design, and programming our #LPU™ chip using the usual tricks from the functional programmer's toolbox. Lots of other great talks too! Please come. Thanks to @CBouganis and @gconstantinides for the organization. sites.google.com/view/isfpga…
Exciting workshop at #FPGA2024 - full schedule now up: Zhang, Chow, @XunLei_CHN, @satnam6502, Betz, Sohrabizadeh, @AlexMontgomerie, Bayliss, Anderson, Cong, Luk and organised by @CBouganis, Boutros and myself.
Register now for FPGA 2024 for discount!
sites.google.com/view/isfpga…
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Delighted to welcome Andrew Boutros from @UofT to @imperialcas today. Andrew is joining as as part of the @epsrc @spatialmlnet researcher exchange programme.
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Congratulations to @AndronicMarta ! Best paper prize at #FPT2023 for our paper PolyLUT!
I've written a short accessible blog post summarising the work my PhD student Marta Andronic will be presenting this week at #FPT2023. #ML #FPGA
constantinides.net/2023/12/1…