AI LabAI Lab

2021
5/
14

Edge AI Evangelist’s Thoughts Vol.9: Xilinx’s New FPGA Versal Platform

Helloeveryone,I’mHaruyukiTago,EdgeEvangelistatHACARUSTokyoR&Dcenter.Inthisseriesofarticles,IwillsharesomeinsightsfrommydecadesofexperienceinthesemiconductorindustryandIwillcommentonvariousAIindustryrelatedtopicsfrommyuniqueperspective.Involumeeightofthisseries,wetalkedaboutSony’sSPRESENSEdeviceandafewpotentialusesforthesystem.InparticularwediscussedanexperimentwhereSPRESENSEwasusedtoanalyzevariousfactorsaffecting…

2021
5/
06

Edge AI Evangelist’s Thoughts Vol.8: SPRESENSE and Edge AI – Analyzing Boston Housing Data with LASSO

Helloeveryone,I’mHaruyukiTago,EdgeEvangelistatHACARUSTokyoR&Dcenter.Inthisseriesofarticles,IwillsharesomeinsightsfrommydecadesofexperienceinthesemiconductorindustryandIwillcommentonvariousAIindustryrelatedtopicsfrommyuniqueperspective.In2019,HACARUSreleasedatechblogtitled“HACARUSTechBlog:SparseModelingwithSPRESENSE”[4],wheretheauthorgaveabriefoverviewofSony’sSPRESENSEedgedevice.Thearticledescribedafewpotentialapplications…

2021
4/
06

Edge AI Evangelist’s Thoughts Vol.7: Secrets of Fugaku, the World’s Best CPU

Helloeveryone,I’mHaruyukiTago,EdgeEvangelistatHACARUSTokyoR&Dcenter.Inthisseriesofarticles,IwillsharesomeinsightsfrommydecadesofexperienceinthesemiconductorindustryandIwillcommentonvariousAIindustryrelatedtopicsfrommyuniqueperspective.Today,let’sdiscussthesecretsofFugaku,theworld’sbestperformingCPUanditsuniquedesign.IwasonceamemberoftheSoCdesignteamforembeddedmicroprocessorsandgameconsoles,whichheavilyrelied…

2021
3/
17

Histopathological Image Analysis using HistoSegNet Vol.1

Helloeveryone,mynameisHarutoTanaka,DataScientistatHACARUS.Recently,Ihavehadtheopportunitytoresearchthesegmentationofhistopathologicalimages(automaticregiondetection).Intoday'sarticle,IwouldliketointroduceyoutoHistoSegNet,adeeplearningmodelthatiscapableofdetectingpixel-levelsegmentationthroughsemi-supervisedlearning.Beforewebegin,let'stalkaboutwhatsemi-supervisedlearningis.Semi-supervisedlearningisamethodwherepreviouslycollectedincompleteorinaccuratedataisstudiedbyadeeplearning…

2021
2/
12

Edge AI Evangelist’s Thoughts Vol.5: Latest Trends in Non-Volatile FPGAs

Helloeveryone,I’mHaruyukiTago,EdgeEvangelistatHACARUSTokyoR&DCenter.Inthisseriesofarticles,IwillsharesomeinsightsfrommydecadeslongexperienceinthesemiconductorindustryandcommentondifferentAIindustryrelatedtopicsfrommyuniqueperspective.Todaylet’stalkaboutthelatesttrendsinthefieldofnon-volatileFPGAs. NV-FPGAInitiative–PublicSymposiumOnJanuary8th,2021,apublicsymposiumwasheldbyNon-VolatileField-ProgrammableGateArray(NV-FPGA)Initiative,oneof…

2021
1/
20

Edge AI Evangelist’s Thoughts Vol4: Why is the Apple M1 processor so fast?

Helloeveryone,I’mHaruyukiTago,EdgeEvangelistatHACARUSTokyoR&DCenter.Inthisseriesofarticles,IwillsharesomeinsightsfrommydecadeslongexperienceinthesemiconductorindustryandcommentondifferentAIindustryrelatedtopicsfrommyuniqueperspective. Today,IwouldliketotalkabouttheM1processorbyApple,whichisusedinApple'svariousproducts-includingMacBookPro,MacBookAir,andMacminiannouncedinNovember2020.Manyprofessionalshavealready…

2020
12/
18

Edge AI Evangelist’s Thoughts Vol2: NVIDIA Ampere takes advantage of deep learning sparsity

Helloeveryone,I’mHaruyukiTago,EdgeEvangelistatHACARUSTokyoR&DCenter.Inthisseriesofarticles,IwillsharesomeinsightsfrommydecadeslongexperienceinthesemiconductorindustryandcommentondifferentAIindustryrelatedtopicsfrommyuniqueperspective.Youcanreadthe Vol1oftheseriesbyclinkingthelink.Today,IwouldliketotalkaboutNVIDIAAmpere.InMay2020,NVIDIAunveiledsomenewproductssuchastheNVIDIAAmperearchitectureanditsproduct…

2020
12/
08

Material Informatics x Sparse Modeling Vol.1: RDKit and Lasso

Helloeveryone.ThisisUnseo,adatascientisthereatHACARUS-todayIwillintroducesomeofourlatestworkinbringingourtechnologytobearinthefieldofMaterialInformatics.HACARUSprovidessolutionsthatemphasize"why?"oftheprocessutilizingsparsemodeling,inadditionto"prediction"thathasbeenperformedbyconventionalmachinelearning.Analysisusingsparsemodelingisalsoverysuitableforapplicationinthefieldsofdrugdiscoveryandmaterialdevelopment.Today,Iwouldlike…

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