🚨Rwanda’s childhood stunting crisis has local hotspots—Western/Northern provinces hit hardest! 🌍 Hybrid spatial AI outperforms global models to map risks: 2% toilet-less homes = highest stunting risk; 85% men’s education = lowest. 1683 views & counting! #StuntingSolutions #SpatialML #GlobalHealth #RwandaData #AIforGood Link[doi.org/10.1080/10095020.202…]
ALT Figure 12. The spatial variation of the local feature importance. Spatial variation in %; local feature importance according to the mean decrease accuracy.
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4 Sep 2025
PICO Store - SpatialML Capture store-global.picoxr.com/jp/d…
Pico-Developer/SpatialMP4: SpatialMP4 format cpp/python toolkit. github.com/Pico-Developer/Sp…
なにやらシースルーモード越しにステレオ動画を撮れるアプリがリリースされていた。
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11 Apr 2025
🎯 ¿Tienes datos espaciales y no sabes qué paquete de R usar para machine learning?
¿caret, mlr3, tidymodels… o qué otro paquete? Aquí tienes el resumen definitivo. Y es ORO. 🪙✨
#RStats #SpatialML #FOSSGIS2025 #DataScience #GeoData #OpenSource #tidymodels #mlr3 #caret #stats
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29 Jan 2025
My PhD student Ebby Samson (jointly supervised by Wayne Luk) now has a seminar "Exploring FPGA designs for MX and beyond" as part of the SpatialML seminar series, now at youtube.com/watch?v=-AKQR3N8…. Thanks to @am_boutros for hosting!
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27 Apr 2024
=>
"Is it possible to build a multi-FPGA LLM?", Paul Chow, U of Toronto, SpatialML WS (FPGA 2024), Mar 3, 2024 drive.google.com/file/d/1495…
Galapagos, Naif Tarafdar
PhD Thesis, 2023 tspace.library.utoronto.ca/h…
Jul 2020 youtube.com/watch?v=acPMEiAl…
FlightLLM, FPGA 2024
27 Apr 2024
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FlightLLM: Efficient Large Language Model Inference w/ a Complete Mapping Flow on FPGAs, Tsinghua & 无问芯穹, FPGA 2024 dl.acm.org/doi/10.1145/36262…
zenodo.org/records/10462167
Alveo U280
cloud.infini-ai.com/
Tencent, Baidu & Sequoia China Invest, Dec 6, 2023 xueqiu.com/5899108858/269810…
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12 Feb 2024
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…
12 Feb 2024
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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30 Oct 2023
From SpatialML industrial advisor @SIVenieris and coauthors!
30 Oct 2023
Our paper presenting Fluid Batching has been selected as Best Paper Award Finalist at @ICCAD 2023! If you find yourself in SF, come by my talk and poster on Wednesday to know more.
Preprint: arxiv.org/abs/2209.13443
@samsungresearch
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5 Sep 2023
My #ECEM23 talk is today (Sep 5th) at 11:30 AM in Hall 1 B.
"Exploring spatial autocorrelation and variable importance in machine learning models using
patternograms"
#rspatial #spatialml #spatialautocorrelation
ALT A title slide
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20 Jun 2023
Join us live for our second SpatialML seminar from @XunLei_CHN on Dynamic Deep Neural networks. Tuesday June 27, 2023 at 9am EST on Zoom:
utoronto.zoom.us/j/826132296…
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28 Apr 2023
No more gatekeeping in #spatialML. I provide full set of reproducible codes in #R #RStats which you can follow along and use them as you wish. Paper is #openAccess and so are the codes. Let's expand #regional #science toolbox together 5/n
doi.org/10.1007/s00168-023-0…
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21 Feb 2023
2) Chairing the SpatialML all-hands meeting in Monterey. Such a privilege to be director of this center bringing together amazing talent from @UCLA, @UofT, @Cornell, @cornell_tech, @Sydney_Uni, @unisouthampton and @imperialcollege (3/n)
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12 Aug 2022
#EOChat What is the best measurement to make sure you are optimizing the vegetations health? This article written by @shakasom on @SpatialML has the information you are looking for! See the link down below for more details bit.ly/RS_Sentinel-2
#EO #Sentinel2 #geospatial
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11 Jun 2021
Just came across this excellent #Medium article introducing #leafmap. A big thank you to @shakasom @SpatialML for featuring leafmap 🚀
Leafmap - a new Python Package for Geospatial data science by link.medium.com/HRRKDcynYgb
#gis #geospatial #mapping #jupyter #ipyleaflet
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1 Jun 2021
FYI @efesce @martikagv @DiegoRybski @nikoheeren @pppichler @fbiljecki @urbanalyticslab @Hubert_Beroche @AI4cities_EU @namr_france @Marius_ZW @LabExDynamiTe @CityMetabolism @samim @irinimalliaraki @martinfleis @Chaire_eti @SpatialML @digigeolab @sokratisp_ @nuttyprof3ssor
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25 Feb 2021
It is very interesting to see how a GAN based solution is generating floor plans from simple blocks. May be someday we can get real time designs recommendations from just adding size and shapes.
#cs800s21 #TIL #spatialML #SpatialDataScience
2 May 2019
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9 Feb 2021
A great example relating to development and deployment of spatial data science solutions #cs800s21 #TIL #spatialML
11 Nov 2020
Build and Deploy Full Web applications Quickly with Python
#Geospatial #Datascience #Streamlit #Geocoding link.medium.com/BrG2qa81jbb
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1 Feb 2021
The results from pix2pix are amazing. This kind of solutions can be a great additional tool for city and regional planning #spatialML #pix2pix #MachineLearning #cs800s21 #TIL
22 May 2019
Made a Bob Ross landscape #pix2pix model with #tensorflowjs. This one is for winter paintings. #generativeart #bobross #rstats #art
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11 Jan 2021
Great resource. 👏
Devil's advocate comments:😅
- How often does your repository syncs with the original data sources to keep them updated?
- When will we (as geospatial community) get used to data APIs rather than files?
🙏
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