TechnologyTechnology

2022

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Edge AI Evangelist’s Thoughts Vol.20: The Secrets of Apple’s M1 Ultra

Helloeveryone,thisisHaruyukiTago,EdgeEvangelistatHACARUS’TokyoR&Dcenter.Inthisseriesofarticles,IwillsharesomeinsightsfrommydecadesofexperienceinthesemiconductorindustryandIwillcommentonvariousAIindustry-relatedtopicsfrommyuniqueperspective.Intoday’svolume,IwanttopresentmyfindingsonApple’sM1UltramicroprocessorandMacStudioPC,whichwereannouncedinMarchof2022.Inthisarticle,Iwillcoverthespecificationsandperformance…

2021

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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

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Edge AI Evangelist’s Thoughts Vol.6: New Wave computers utilizing FPGA

Helloeveryone,I’mHaruyukiTago,EdgeEvangelistatHACARUSTokyoR&Dcenter.Inthisseriesofarticles,IwillsharesomeinsightsfrommydecadesofexperienceinthesemiconductorindustryandIwillcommentonvariousAIindustryrelatedtopicsfrommyuniqueperspective.Involumefiveofthisarticleseries,wetalkedaboutthebasicstructuresofFPGAsandaboutthenewnon-volatileFPGAdevices.Finally,weconcludedwithashortcasestudythatillustratedthepotentialof…

2021

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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…

2020

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Explaining the Explainable: Translating “Interpretable Machine Learning” into Japanese

Hello,everyone!I'mRyujiMasui,DataScientistatHACARUSR&DcenterinTokyo.HACARUShasbeensolvingproblemsinthemedicalandmanufacturingindustriesusingour"Lightweight&ExplainableAI"technology.Infact,weareregularlyholdinginternalstudysessionsonthistopic.Inthesesessions,we'vebeenusing"InterpretableMachineLearning-AGuideforMakingBlackBoxModelsExplainable"writtenbyChristophMolnarasreference.ThisbookcoversawiderangeoftopicsrelatedtoExplainableAIwith…

2020

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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

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Edge AI Evangelist’s Thoughts Vol3: AMD’s acquisition of Xilinx

Hello,I’mHaruyukiTago,EdgeEvangelistatHACARUSTokyoR&DCenter.Inthisseriesofarticles,IwillsharesomeinsightsfrommydecadeslongexperienceinthesemiconductorindustryandcommentondifferentAIindustryrelatedtopicsfrommyuniqueperspective.YoucanreadtheVol1andVol2oftheseriesbyclinkingthelinks.Today,Iwouldliketotalkaboutthebignews,whichistheacquisitionofXilinxfromsemiconductormakerAMD[1][2].Iwill…

2020

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

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

2020

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Point Cloud Denoising with Sparse Modeling

Hi!I'mYushiroYamashita,adatascientistatHACARUS.Today,Iwillliketointroducetheapplicationofsparsemodelingtopointclouddata. PointCloudIwanttofirststartbyintroducingwhatpointcloudis.Pointcloudisathree-dimensionaldatainwhichthecoordinatevaluesofeachpointarerecordedinaformatsuchas(x,y,z).Unlikeimageandvideodata,pointcloudhasauniquecharacteristicthatthedataarenotarrangedregularlyat…

2020

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Edge AI Evangelist’s Thoughts Vol1: Is NVIDIA’s acquisition of Arm going to propel RISC-V?

Hello,I'mHaruyukiTago,EdgeEvangelistatHACARUSTokyoR&DCenter.Inthisseriesofarticles,IwillsharesomeinsightsfrommydecadeslongexperienceinthesemiconductorindustryandcommentondifferentAIindustryrelatedtopicsfrommyuniqueperspective.Sincethisisthefirsttime,I'llstartbyintroducingmyself.In1977,IjoinedthesemiconductordivisionofTokyoShibauraElectricCo.andwasinvolvedinthedesignanddevelopmentoftheEmotionEngine,theCPUin…