Art - MAIN www.flickr.com/photos/jezevec/albums/72157605080379416

Animal Art: www.flickr.com/photos/jezevec/albums/72177720314662998

AI - Main www.flickr.com/photos/jezevec/albums/72177720304402098/

AI - Cats www.flickr.com/photos/jezevec/albums/72177720314555438/

#CATS_TAGS #cat #cats #catmemes #catsofinsta #catlife #catlovers #cats_of_world #catscatscats #cats_of_day #catoftheday #cats_of_instworld #catstagramcat #caturday #popoki #adurree #bisad #chatte #gata #gato #gatto #ikati #ikati #jakuma #kass #kat #katse #katsi #katt #katua #Katze #kedi #kissa #kočka #kot #köttur #kucing #mačka #mbarakaja #mèo #mphaka #mushuk #ngeru #ologbo #phisi #pisică #pişik #pusa #pusi #ucing #ximanga #zawhte #Γάτα #гурба #кіт #кот #котка #кошка #мачка #мачка #мәче #муур #კატა #կատու #ބުޅާ #ድመት #ድሙ #बिरालो #बिलार #बिल्ली #मांजर #मार्जारः #বিড়াল #মেকুৰী #ਬਿੱਲੀ #બિલાડી #ବିଲେଇ #பூனை #పిల్లి #බළලා #แมว #고양이 #猫 #pinšiwa #inšiwaki #gaazhag #ᏪᏌ #minos #katos #Mósí #gídí #Igmu #dúus #kati #we-sa #poeso #miao #kaíis #kaut #ILLUSTRATION #darluniad #illustrasjon #illustratie #illustrationi #illustratsioon #ilustração #ilustrace #ilustrācija #ilustración #ilustracja #ilustrasi #kuva #myndskreyting #paglalarawan #иллюстрация #চিত্রণ #插图 #ArtificialIntelligence #MachineLearning #DeepLearning #AI #NeuralNetworks #DataScience #BigData#Tech #Innovation #AIArtistry #ArtificialArt #MachineArt #AIgenerativeart #ArtificialVision #NeuralArt #Cyberart #SyntheticDesign #DigitalPainting #AlgorithmicPainting #GeneratedArt #RoboticDesign #AIinspiredart #ArtificialInspiration #DataVisualization #TechDesign #ArtificialExpression #ArtificialBeauty #ArtificialBrilliance #TheArtOfMachine #AIInnovationInArt #AiArt #ArtificialIntelligence #MachineLearning #DeepLearning #NeuralNetworks #ArtificialCreativity #DigitalArt #GenerativeArt #TechArt #CyberpunkArt #FuturisticArt #RoboticArt #AIgenerated #SyntheticArt #CodeArt #DataArt #AlgorithmicArt #ArtificialImagination #TheArtofAI #AIandArt #AIinArt #ArteDeInteligenciaArtificial #ArteDeAprendizajeAutomatico #ArteDeAprendizajeProfundo #ArteDeRedesNeuronales #ArteDeCreatividadArtificial #ArteDigital #ArteGenerativo #ArteTecnológico #ArteCyberpunk #ArteFuturista #ArteRobótico #ArteGeneradoPorIA #ArteSintético #ArteDeCódigo #ArteDeDatos #ArteAlgorítmico #ImaginaciónArtificial #ElArteDeLaIA #InnovaciónEnElArteDeIA #ArteEInteligenciaArtificial #ArteInnovadorDeIA #ART #kosduab #Ars #Artă #Arti #arti #farshaxanka #incəsənət #keunst #kuns #Kunst #Nghệthuật #Sanat #seni #Sztuka #Taide #Umění #изкуство #အတတ်ပညာ #Искусство #ხელოვნება #արվեստ #예술 #艺术 #藝術 #artă #Arte #atizay #celf #ealain #ealaín #Konscht #Konst #Māksla #māksla #menas #Művészet #ubuciko #ubugcisa #ubuhanzi #umetnost #umjetnost #Τέχνη #искусство #мастацтва #Мистецтво #мистецтво #өнер #сәнгать #Уметност #урлаг #術

#CHRISTMASSEASON #CHRISTMAS #Božić #Buronya #Chrëschtdag #Gabonak #harinatal #jólin #jõulud #jul #Kalėdos #Kalikimaka #Karácsony #Kersfees #kerstmis #Kirsimeti #Krishtlindjet #Krismas #Kristmas #Nadal #Natale #Nativitatis #Navidad #nibâanamiegijigad #Noël #Noɛli #Noheri #Nollag #Nwèl #Pasko #Ssekukkulu #Vánoce #Weihnachten #Ziemassvētki #Χριστούγεννα #Божиќ #Каляды #Коледа #Нартууган #Рождество #შობა #ገና #리스마스 #クリスマス

#圣诞节 #聖誕節 #ChristmasJoy #FestiveSeason #HolidayCheer #JingleAllTheWay #MerryAndBright #DeckTheHalls #SantaClausIsComingToTown #TisTheSeason #WinterWonderland #ChristmasMagic #SeasonsGreetings #JoyToTheWorld #ChristmasSpirit #HolidayTraditions #GiftOfLove #ChestnutsRoasting #ChristmasLights #SleighRide #MistletoeKisses #HappyHolidays #YuletideCheers #FiresideGatherings #SnowyDays #GingerbreadFun #JollyJingles #CandlelightCarols #FestiveFeast #PeaceOnEarth #NoelNostalgia #SparklingSeason #CozyChristmas #MagicalMoments #WarmWishes #HolidaySparkle #SeasonalSweets #SnowflakesAndSmiles #SugarAndSpice #WintertimeWhimsy #EggnogSeason #WishUponAStar #ChrismasTraditions #FrostyFriends #ReindeerGames #HolidayHarmony #MerryMemories #SleighBellsRing #JollyGoodTime #GleefulGatherings #FestiveFeels #SeasonalGreetings #TwinkleTwinkleChristmasLights #WinterWhimsy #SnowyEscapades #CocoaAndCandles #JingleBellRock #FiresideFrolic #WonderfulWinter #PeppermintPerfection #SnowmanSmiles #FestiveFashion #SantaStyle #YuleTidings #CheerfulChimes #HolidayHarvest #ChristmasCaravan #WintertideWonders #GiftGivingGoals #SantasWorkshop #CandyCaneLane #GlowingGarlands #DecemberDelights #StarlitNights #FrostyFantasy #WreathWonders #CrispAndCozy #EnchantedEve #GlisteningGifts #FiresideFiesta #JingleAndMingle #GingerbreadJoy #ChristmasTreeBeauty #TreeTrimmingTradition #FestiveFir #TannenbaumTime EvergreenElegance #OhChristmasTree #PinePerfection #SparklingSpruce #TreeTopperTreasures #ightsAndOrnaments #DecemberDecor #NatureNurturedTree #YuletideYarns #TreeGlowGoals #FirReal #OrnamentObsession #HolidayHues #GleamingGreenery #SeasonalSplendor #FestiveFoliage #PresentsUnderTheTree #BoughsOfJoy #TreeTraditions #WinteryWonders #ChristmasTreeCharm #GlisteningGrove #TreeTopMagic #YuletideYard #TwinkleAndTinsel #SpectacularSpruce #DecorDreams #FrostyFir #TreeTranquility #FirEverFestive #EnchantedEvergreen #DeckedOutDazzle #FestiveFoliage #SeasonalShowcase #GlowingGreenery #TreeInspiration #ChristmasTreeJoy #TisTheTree #FestiveFir #TreeTopTradition #OrnamentObsession #TwinkleAndTinsel #YuletideYarns #HolidayHues #PinePerfection #OhChristmasTree #SparklingSpruce #TreeTrimmingTradition #FirReal #DecemberDecor #TreeTopMagic #GlisteningGrove #TreeGlowGoals #EnchantedEvergreen #FrostyFir #SeasonalSplendor #BoughsOfJoy #GleamingGreenery #PresentsUnderTheTree #TreeTraditions #WinteryWonders #ChristmasTreeCharm #SpectacularSpruce #DecorDreams #FirEverFestive #DeckedOutDazzle #SeasonalShowcase #GlowingGreenery #TreeInspiration #MerryAndBrightTree #FestiveFoliage #TreeTopDelight #FirTales #JollyJingleTree #WondrousWoodland #MerryTreeMoments #ChristmasTree #SapinDeNoël #Tannenbaum #ÁrbolDeNavidad #AlberoDiNatale #Jõulupuu #JouluPuu #Jólafur #Juletre #Juletræ #Kerstboom #Choinka #Jolatre #Jolatré #Joulupuu #Joulupuu

#ÁrvoreDeNatal #StabelluDeNatale #StromekVánoční #ÁrvoreDeNatal #ÁrbolDeNavidad #Juletre #ArbreDeNoël #Jõulupuu #Joulukuusi #Choinka #Jolatre #Jolatré #StabelluDeNatale #StromekVánoční #ÁrvoreDeNatal #Joulupuu #AI_MAIN #ArtificialIntelligence #MachineLearning #DeepLearning #AI #NeuralNetworks #DataScience #BigData #Tech #Innovation #AIArtistry #ArtificialArt #MachineArt #AIgenerativeart #ArtificialVision #NeuralArt #Cyberart #SyntheticDesign #DigitalPainting #AlgorithmicPainting #GeneratedArt #RoboticDesign #AIinspiredart #ArtificialInspiration #DataVisualization #TechDesign #ArtificialExpression #ArtificialBeauty #ArtificialBrilliance #TheArtOfMachine #AIInnovationInArt #AiArt #ArtificialIntelligence #MachineLearning #DeepLearning #NeuralNetworks #ArtificialCreativity #DigitalArt #GenerativeArt #TechArt #AIgenerated #SyntheticArt #CodeArt #DataArt #AlgorithmicArt #ArtificialImagination #TheArtofAI #AIandArt #AIinArt #ArteDeInteligenciaArtificial #ArteDeAprendizajeAutomatico #ArteDeAprendizajeProfundo #ArteDeRedesNeuronales #ArteDeCreatividadArtificial #ArteDigital #ArteGenerativo #ArteTecnológico #ArteGeneradoPorIA #ArteSintético #ArteDeCódigo #ArteDeDatos #ArteAlgorítmico #ImaginaciónArtificial #ElArteDeLaIA #InnovaciónEnElArteDeIA #ArteEInteligenciaArtificial #ArteInnovadorDeIA #ILLUSTRATION #darluniad #illustrasjon #illustratie #illustrationi #illustratsioon #ilustração #ilustrace #ilustrācija #ilustración #ilustracja #ilustrasi #kuva #myndskreyting #paglalarawan #иллюстрация #চিত্রণ #插图

#CATS_TAGS #cat #cats #catmemes #catsofinsta #catlife #catlovers #cats_of_world #catscatscats #cats_of_day #catoftheday #cats_of_instworld #catstagramcat #caturday #popoki #adurree #bisad #chatte #gata #gato #gatto #ikati #ikati #jakuma #kass #kat #katse #katsi #katt #katua #Katze #kedi #kissa #kočka #kot #köttur #kucing #mačka #mbarakaja #mèo #mphaka #mushuk #ngeru #ologbo #phisi #pisică #pişik #pusa #pusi #ucing #ximanga #zawhte #Γάτα #гурба #кіт #кот #котка #кошка #мачка #мачка #мәче #муур #კატა #կատու #ބުޅާ #ድመት #ድሙ #बिरालो #बिलार #बिल्ली #मांजर #मार्जारः #বিড়াল #মেকুৰী #ਬਿੱਲੀ #બિલાડી #ବିଲେଇ #பூனை #పిల్లి #බළලා #แมว #고양이 #猫 #pinšiwa #inšiwaki #gaazhag #ᏪᏌ #minos #katos #Mósí #gídí #Igmu #dúus #kati #we-sa #poeso #miao #kaíis #kaut #ILLUSTRATION #darluniad #illustrasjon #illustratie #illustrationi #illustratsioon #ilustração #ilustrace #ilustrācija #ilustración #ilustracja #ilustrasi #kuva #myndskreyting #paglalarawan #иллюстрация #চিত্রণ #插图 #ArtificialIntelligence #MachineLearning #DeepLearning #AI #NeuralNetworks #DataScience #BigData#Tech #Innovation #AIArtistry #ArtificialArt #MachineArt #AIgenerativeart #ArtificialVision #NeuralArt #Cyberart #SyntheticDesign #DigitalPainting #AlgorithmicPainting #GeneratedArt #RoboticDesign #AIinspiredart #ArtificialInspiration #DataVisualization #TechDesign #ArtificialExpression #ArtificialBeauty #ArtificialBrilliance #TheArtOfMachine #AIInnovationInArt #AiArt #ArtificialIntelligence #MachineLearning #DeepLearning #NeuralNetworks #ArtificialCreativity #DigitalArt #GenerativeArt #TechArt #CyberpunkArt #FuturisticArt #RoboticArt #AIgenerated #SyntheticArt #CodeArt #DataArt #AlgorithmicArt #ArtificialImagination #TheArtofAI #AIandArt #AIinArt #ArteDeInteligenciaArtificial #ArteDeAprendizajeAutomatico #ArteDeAprendizajeProfundo #ArteDeRedesNeuronales #ArteDeCreatividadArtificial #ArteDigital #ArteGenerativo #ArteTecnológico #ArteCyberpunk #ArteFuturista #ArteRobótico #ArteGeneradoPorIA #ArteSintético #ArteDeCódigo #ArteDeDatos #ArteAlgorítmico #ImaginaciónArtificial #ElArteDeLaIA #InnovaciónEnElArteDeIA #ArteEInteligenciaArtificial #ArteInnovadorDeIA #ART #kosduab #Ars #Artă #Arti #arti #farshaxanka #incəsənət #keunst #kuns #Kunst #Nghệthuật #Sanat #seni #Sztuka #Taide #Umění #изкуство #အတတ်ပညာ #Искусство #ხელოვნება #արվեստ #예술 #艺术 #藝術 #artă #Arte #atizay #celf #ealain #ealaín #Konscht #Konst #Māksla #māksla #menas #Művészet #ubuciko #ubugcisa #ubuhanzi #umetnost #umjetnost #Τέχνη #искусство #мастацтва #Мистецтво #мистецтво #өнер #сәнгать #Уметност #урлаг #術

This image was taken by RD Media at the RE•WORK Deep Learning in Healthcare Summit, London, 7-8 April 2016 #reworkDL

This image was taken by RD Media at the RE•WORK Deep Learning in Healthcare Summit, London, 7-8 April 2016 #reworkDL

Icebreaker Tags

#CATS_TAGS #cat #cats #catmemes #catsofinsta #catlife #catlovers #cats_of_world #catscatscats #cats_of_day #catoftheday #cats_of_instworld #catstagramcat #caturday #popoki #adurree #bisad #chatte #gata #gato #gatto #ikati #ikati #jakuma #kass #kat #katse #katsi #katt #katua #Katze #kedi #kissa #kočka #kot #köttur #kucing #mačka #mbarakaja #mèo #mphaka #mushuk #ngeru #ologbo #phisi #pisică #pişik #pusa #pusi #ucing #ximanga #zawhte #Γάτα #гурба #кіт #кот #котка #кошка #мачка #мачка #мәче #муур #კატა #կատու #ބުޅާ #ድመት #ድሙ #बिरालो #बिलार #बिल्ली #मांजर #मार्जारः #বিড়াল #মেকুৰী #ਬਿੱਲੀ #બિલાડી #ବିଲେଇ #பூனை #పిల్లి #බළලා #แมว #고양이 #猫 #pinšiwa #inšiwaki #gaazhag #ᏪᏌ #minos #katos #Mósí #gídí #Igmu #dúus #kati #we-sa #poeso #miao #kaíis #kaut #ILLUSTRATION #darluniad #illustrasjon #illustratie #illustrationi #illustratsioon #ilustração #ilustrace #ilustrācija #ilustración #ilustracja #ilustrasi #kuva #myndskreyting #paglalarawan #иллюстрация #চিত্রণ #插图 #ArtificialIntelligence #MachineLearning #DeepLearning #AI #NeuralNetworks #DataScience #BigData#Tech #Innovation #AIArtistry #ArtificialArt #MachineArt #AIgenerativeart #ArtificialVision #NeuralArt #Cyberart #SyntheticDesign #DigitalPainting #AlgorithmicPainting #GeneratedArt #RoboticDesign #AIinspiredart #ArtificialInspiration #DataVisualization #TechDesign #ArtificialExpression #ArtificialBeauty #ArtificialBrilliance #TheArtOfMachine #AIInnovationInArt #AiArt #ArtificialIntelligence #MachineLearning #DeepLearning #NeuralNetworks #ArtificialCreativity #DigitalArt #GenerativeArt #TechArt #CyberpunkArt #FuturisticArt #RoboticArt #AIgenerated #SyntheticArt #CodeArt #DataArt #AlgorithmicArt #ArtificialImagination #TheArtofAI #AIandArt #AIinArt #ArteDeInteligenciaArtificial #ArteDeAprendizajeAutomatico #ArteDeAprendizajeProfundo #ArteDeRedesNeuronales #ArteDeCreatividadArtificial #ArteDigital #ArteGenerativo #ArteTecnológico #ArteCyberpunk #ArteFuturista #ArteRobótico #ArteGeneradoPorIA #ArteSintético #ArteDeCódigo #ArteDeDatos #ArteAlgorítmico #ImaginaciónArtificial #ElArteDeLaIA #InnovaciónEnElArteDeIA #ArteEInteligenciaArtificial #ArteInnovadorDeIA #ART #kosduab #Ars #Artă #Arti #arti #farshaxanka #incəsənət #keunst #kuns #Kunst #Nghệthuật #Sanat #seni #Sztuka #Taide #Umění #изкуство #အတတ်ပညာ #Искусство #ხელოვნება #արվեստ #예술 #艺术 #藝術 #artă #Arte #atizay #celf #ealain #ealaín #Konscht #Konst #Māksla #māksla #menas #Művészet #ubuciko #ubugcisa #ubuhanzi #umetnost #umjetnost #Τέχνη #искусство #мастацтва #Мистецтво #мистецтво #өнер #сәнгать #Уметност #урлаг #術

Convolutional Neural Networks tutorial – Learn how machines interpret images

-https://data-flair.training/blogs/convolutional-neural-networks-tutorial/

#CHRISTMASSEASON #CHRISTMAS #Božić #Buronya #Chrëschtdag #Gabonak #harinatal #jólin #jõulud #jul #Kalėdos #Kalikimaka #Karácsony #Kersfees #kerstmis #Kirsimeti #Krishtlindjet #Krismas #Kristmas #Nadal #Natale #Nativitatis #Navidad #nibâanamiegijigad #Noël #Noɛli #Noheri #Nollag #Nwèl #Pasko #Ssekukkulu #Vánoce #Weihnachten #Ziemassvētki #Χριστούγεννα #Божиќ #Каляды #Коледа #Нартууган #Рождество #შობა #ገና #리스마스 #クリスマス

#圣诞节 #聖誕節 #ChristmasJoy #FestiveSeason #HolidayCheer #JingleAllTheWay #MerryAndBright #DeckTheHalls #SantaClausIsComingToTown #TisTheSeason #WinterWonderland #ChristmasMagic #SeasonsGreetings #JoyToTheWorld #ChristmasSpirit #HolidayTraditions #GiftOfLove #ChestnutsRoasting #ChristmasLights #SleighRide #MistletoeKisses #HappyHolidays #YuletideCheers #FiresideGatherings #SnowyDays #GingerbreadFun #JollyJingles #CandlelightCarols #FestiveFeast #PeaceOnEarth #NoelNostalgia #SparklingSeason #CozyChristmas #MagicalMoments #WarmWishes #HolidaySparkle #SeasonalSweets #SnowflakesAndSmiles #SugarAndSpice #WintertimeWhimsy #EggnogSeason #WishUponAStar #ChrismasTraditions #FrostyFriends #ReindeerGames #HolidayHarmony #MerryMemories #SleighBellsRing #JollyGoodTime #GleefulGatherings #FestiveFeels #SeasonalGreetings #TwinkleTwinkleChristmasLights #WinterWhimsy #SnowyEscapades #CocoaAndCandles #JingleBellRock #FiresideFrolic #WonderfulWinter #PeppermintPerfection #SnowmanSmiles #FestiveFashion #SantaStyle #YuleTidings #CheerfulChimes #HolidayHarvest #ChristmasCaravan #WintertideWonders #GiftGivingGoals #SantasWorkshop #CandyCaneLane #GlowingGarlands #DecemberDelights #StarlitNights #FrostyFantasy #WreathWonders #CrispAndCozy #EnchantedEve #GlisteningGifts #FiresideFiesta #JingleAndMingle #GingerbreadJoy #ChristmasTreeBeauty #TreeTrimmingTradition #FestiveFir #TannenbaumTime EvergreenElegance #OhChristmasTree #PinePerfection #SparklingSpruce #TreeTopperTreasures #ightsAndOrnaments #DecemberDecor #NatureNurturedTree #YuletideYarns #TreeGlowGoals #FirReal #OrnamentObsession #HolidayHues #GleamingGreenery #SeasonalSplendor #FestiveFoliage #PresentsUnderTheTree #BoughsOfJoy #TreeTraditions #WinteryWonders #ChristmasTreeCharm #GlisteningGrove #TreeTopMagic #YuletideYard #TwinkleAndTinsel #SpectacularSpruce #DecorDreams #FrostyFir #TreeTranquility #FirEverFestive #EnchantedEvergreen #DeckedOutDazzle #FestiveFoliage #SeasonalShowcase #GlowingGreenery #TreeInspiration #ChristmasTreeJoy #TisTheTree #FestiveFir #TreeTopTradition #OrnamentObsession #TwinkleAndTinsel #YuletideYarns #HolidayHues #PinePerfection #OhChristmasTree #SparklingSpruce #TreeTrimmingTradition #FirReal #DecemberDecor #TreeTopMagic #GlisteningGrove #TreeGlowGoals #EnchantedEvergreen #FrostyFir #SeasonalSplendor #BoughsOfJoy #GleamingGreenery #PresentsUnderTheTree #TreeTraditions #WinteryWonders #ChristmasTreeCharm #SpectacularSpruce #DecorDreams #FirEverFestive #DeckedOutDazzle #SeasonalShowcase #GlowingGreenery #TreeInspiration #MerryAndBrightTree #FestiveFoliage #TreeTopDelight #FirTales #JollyJingleTree #WondrousWoodland #MerryTreeMoments #ChristmasTree #SapinDeNoël #Tannenbaum #ÁrbolDeNavidad #AlberoDiNatale #Jõulupuu #JouluPuu #Jólafur #Juletre #Juletræ #Kerstboom #Choinka #Jolatre #Jolatré #Joulupuu #Joulupuu

#ÁrvoreDeNatal #StabelluDeNatale #StromekVánoční #ÁrvoreDeNatal #ÁrbolDeNavidad #Juletre #ArbreDeNoël #Jõulupuu #Joulukuusi #Choinka #Jolatre #Jolatré #StabelluDeNatale #StromekVánoční #ÁrvoreDeNatal #Joulupuu #AI_MAIN #ArtificialIntelligence #MachineLearning #DeepLearning #AI #NeuralNetworks #DataScience #BigData #Tech #Innovation #AIArtistry #ArtificialArt #MachineArt #AIgenerativeart #ArtificialVision #NeuralArt #Cyberart #SyntheticDesign #DigitalPainting #AlgorithmicPainting #GeneratedArt #RoboticDesign #AIinspiredart #ArtificialInspiration #DataVisualization #TechDesign #ArtificialExpression #ArtificialBeauty #ArtificialBrilliance #TheArtOfMachine #AIInnovationInArt #AiArt #ArtificialIntelligence #MachineLearning #DeepLearning #NeuralNetworks #ArtificialCreativity #DigitalArt #GenerativeArt #TechArt #AIgenerated #SyntheticArt #CodeArt #DataArt #AlgorithmicArt #ArtificialImagination #TheArtofAI #AIandArt #AIinArt #ArteDeInteligenciaArtificial #ArteDeAprendizajeAutomatico #ArteDeAprendizajeProfundo #ArteDeRedesNeuronales #ArteDeCreatividadArtificial #ArteDigital #ArteGenerativo #ArteTecnológico #ArteGeneradoPorIA #ArteSintético #ArteDeCódigo #ArteDeDatos #ArteAlgorítmico #ImaginaciónArtificial #ElArteDeLaIA #InnovaciónEnElArteDeIA #ArteEInteligenciaArtificial #ArteInnovadorDeIA #ILLUSTRATION #darluniad #illustrasjon #illustratie #illustrationi #illustratsioon #ilustração #ilustrace #ilustrācija #ilustración #ilustracja #ilustrasi #kuva #myndskreyting #paglalarawan #иллюстрация #চিত্রণ #插图

ry0.github.io/blog/2015/09/28/caffe-deeplearning-dataset-1/

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This image was taken by RD Media at the RE•WORK Deep Learning in Healthcare Summit, London, 7-8 April 2016 #reworkDL

This image was taken by RD Media at the RE•WORK Deep Learning in Healthcare Summit, London, 7-8 April 2016 #reworkDL

This image was taken by RD Media at the RE•WORK Deep Learning in Healthcare Summit, London, 7-8 April 2016 #reworkDL

This image was taken by RD Media at the RE•WORK Deep Learning in Healthcare Summit, London, 7-8 April 2016 #reworkDL

Abstract

Deep learning has revolutionized many areas, including time series data mining. Multivariate time series classification (MTSC) remained to be a well-known problem in the time series data mining community, due to its availability in various practical applications such as healthcare, finance, geoscience, and bioinformatics. Recently, multivariate long short-term memory with fully convolutional network (MLSTM-FCN) and multivariate attention long short-term memory with fully convolutional network (MALSTM-FCN) have shown superior results over various state-of-the-artmethods. So, in this paper, we explore the usage of recurrent neural network (RNN), and its variants, such as bidirectional recurrent neural network (BiRNN), bidirectional long short-term memory (BiLSTM), gated recurrent unit (GRU), and bidirectional gated recurrent unit (BiGRU). We augment these RNN variants separately by replacing long short-term memory (LSTM) in MLSTM-FCN, which is the combination of LSTM,

squeeze-and-excitation (SE) block, and fully convolutional network (FCN). Moreover, we integrate the SE block within FCN to leverage its high performance for the MTSC task. The resulting algorithms do not require heavy pre-processing or feature crafting. Thus, they could be easily deployed on real-time systems. We conduct a comprehensive evaluation with a large number of standard datasets and demonstrate that our approaches achieve notable results over the current best MTSC approach.