Andwelcometo a stickoftheCentexChannelfor 2020 address.
Sowestartoff 2020 with, Asmostofyouareprobablyaware, theneuralnetworksfromscratchannouncementslashKickstarter, which I amhappytosay, hasbeengoingbetterthan I honestlycouldhaveexpected.
He's danosinthediscord, butyes, he's beenworkingwithmenowfor, um, over a yearandbasicallyWhathe's abletodois, iskindofhe's abletogooffanddolike R and D forthingswhile I'm doingsomethingelse.
Soit's beensuperhelpful.
Toehavethatbecausesomuchofmytimegoesintojustthe R and D forsomething, andoftenit's thecasethatit's justforwhateverreason, itneedstobescrappedorcan't reallydoitonthechannelforbecausemaybeit'llbetoolongtoadvance.
We'remissing a lotofbackgroundinformationthatwouldjustmakeittoocrazytodostufflikethat.
Sowhile I wasdoingthequantumcomputerprogrammingserious, hewasdoingtheresearchforCanwegetneuralnetworksfromscratch?
Andso I don't knowthatthere's anybetterwaythangood.
I thinkthisiswhatGoogleboxesfor.
Sothat's kindofwhatwe'reusingnowmovingforward.
What I'd liketodoiscontinuethat, butthenmakeourownkindofversionofthatonandhostthatuponneuralnetworksfromscratcherandNFsdotio.
Um, and I thinkthatwouldbe a goodwayofmovingforwardButfornow, Googledocks.
ItissoasidefromDaniel, uh, alsohave a newmachineoverherecalled a boxwithtwoexes.
Uh, thisisfrom a companycalledBoxatBasedoutofAustin, Texas.
Theysentthattomeonthatoneisminetokeep.
It's verysimilartothedatascienceworkstationthatwehadbefore, onlyslightlybetterin a fewwaysandactuallycheaperinprice.
Soprettycool.
You'llbeseeingmoreofthatatsomepoint.
Once I'vehaditfor a littlebit, I'lldo a fullkindofreviewoffthemachine.
Themaintakeawayis 96 GigsofRAM, 256 gigsofRamUm, and 48 threadsoffCPUPower.
Soit's it's quitethemachine.
I'm veryexcitedtohavethat, andwhatthatmeansforyouis I cangothroughmuchquickerrndtimesforthings.
So, forexample, oneofthemainreasonstheGT a Siri's groundto a haltwaseverymodeltooklike, a weekormoretotrain, andthatdidn't meanitwasgonnabebetterthanthepreviousone.
Itwas a testright, andmostofthetimethetestsarenotbetter.
Sojustit's I stoppedbeingabletojustifytheGPUtimeforthat.
I neededtospendtimedoingotherthingsthatweremoreproductive.
Butherethiscan.
Firstofall, it's it's like 10 timesmorepowerfulthanwhat I wasdoingthatGT a serieson.
Sosothataloneisgood, but I canalsobetrainingmultiplemodelsformultipleprojectsatthesametime, ormultiplemodelsforthesameprojectatthesametime, whicheveryouwant, which, obviously, foranynormnetwork, that's great.
Also, for, like, reinforcementlearningwecanwecangetthosethingsdonemuchquicker, sosuperexcitedforwhatthatisalonegonnabringtothechannel.
Also, themoreproductivityhavingDanielonmyteam.
Soallthosethingsaremakingfor a veryexciting 2020 where I hopethatwecangetintomuchmoreindepthstuff.
It's sosadtomewhen I, like, cover a topicandthenpeoplearelikeokay, buthowdowedothisourselves, Youknow, and I reallywanttosharethat, butatthesametime, doingtheactuallytutorializingcertaintopicsisverydifficult, requires a lotofbackgroundinformation.
I alsowanttodomorewiththequantumcomputerprogramming.
I justdon't especiallyquantityyourprogramming.
Notreallysurewhat?
Mynextstepwiththenextthing I reallywanttocoverislike I thoughtofsomecoolprojectsthat I coulddobuthadn't reallydecidedwhat I wanttodonextforthatSiri's Soanyway, there's thatstuff.
I alsoreallywanttoremaketheflaskSiri's, but I wouldn't holdmybreathforthatin 2020 muchmoreinteresteddoingkindof a I stuffSo, um, we'llseeifgotrequestfor 2020.
Feelfreelyfrombelow.
But I'vegot a prettygoodideawhat I wanttodio a cefarasthemajortopics.
Also, I wanttodosomethingontransferlearning.
BesidesfacerecordNick's facialrecognition.
I wanttodo a voicerecognitionaswell.
Transferlearn.
I'm tryingtothinkthere's there's probablyotherthings I can't thinkof.
I'd liketorevisitStarcraft.
Aye, aye.
Doinglikereinforcement.
LearningonstarcraftUm, Chapagt A gotlotsofplans.
So, uh, anyway, ifyou'vegotrequestswillfeelevenbelow, butprettywellplannedoutthemoment, butyes.