Cov xwm txheej nrog qhib sau npe:
Lub Ib Hlis 14, 19:00-22:00, Tuesday
Peb caw koj tuaj koom lub rooj sib tham txog kev txawj ntse, nws daim ntawv thov ntawm cov khoom siv txawb thiab cov thev naus laus zis thiab kev lag luam tseem ceeb tshaj plaws ntawm lub xyoo caum tshiab. Qhov kev zov me nyuam suav nrog cov lus ceeb toom nthuav dav, kev sib tham, pizza thiab lub siab zoo.
Ib tug ntawm cov neeg hais lus yog tus pioneer hauv kev qhia txog cov thev naus laus zis tshiab hauv Hollywood, Tsev Dawb; nws phau ntawv "Augmented: Life in the Smart Lane" tau hais tias yog ib qho ntawm nws cov phau ntawv nyiam siv los ntawm Thawj Tswj Hwm ntawm Tuam Tshoj hauv nws lub Xyoo Tshiab.
Lub Ib Hlis 15, pib ntawm 18:00, Wednesday
- 18:00 Kev sau npe
- 19:00 Qhib - Mikhail Bilenko, Yandex
- 19:05 Reinforcement kawm ntawm NeurIPS 2019: Nws yog li cas - Sergey Kolesnikov, TinkoffTxhua xyoo lub ntsiab lus ntawm kev txhawb nqa kev kawm (RL) tau dhau los ua qhov kub thiab muaj zog dua. Thiab txhua txhua xyoo, DeepMind thiab OpenAI ntxiv roj rau qhov hluav taws kub los ntawm kev tso tawm ib qho kev ua tau zoo tshaj plaws bot. Puas muaj ib yam dab tsi tsim nyog tom qab no? Thiab dab tsi yog qhov tseeb tiam sis nyob rau hauv tag nrho RL ntau haiv neeg? Cia peb kawm!
- 19:25 Kev tshuaj xyuas ntawm NLP ua haujlwm ntawm NeurIPS 2019 - Mikhail Burtsev, MIPTNiaj hnub no, cov kev hloov tshiab tshaj plaws hauv kev ua haujlwm ntawm cov lus ntuj yog txuam nrog kev tsim kho vaj tse raws li cov qauv lus thiab cov duab kev paub. Daim ntawv tshaj tawm yuav muab cov ntsiab lus ntawm kev ua haujlwm uas cov txheej txheem no tau siv los tsim kev sib tham los siv ntau yam haujlwm. Piv txwv li, rau kev sib txuas lus ntawm cov ncauj lus dav dav, nce kev nkag siab thiab ua lub hom phiaj-oriented dialogue.
- 19:45 Txoj hauv kev kom nkag siab txog hom ntog ntawm kev poob haujlwm - Dmitry Vetrov, Kws qhia ntawv ntawm Computer Science, National Research University Higher School of EconomicsKuv yuav tham txog ntau yam ntaub ntawv uas tshawb nrhiav qhov txawv txav hauv kev kawm tob. Cov teebmeem no ua rau pom qhov tshwm sim ntawm qhov poob ntawm qhov ua haujlwm hauv qhov hnyav thiab tso cai rau peb tso rau ntau qhov kev xav. Yog tias pom zoo, nws yuav ua tau zoo dua tswj cov kauj ruam loj hauv txoj kev ua kom zoo dua. Qhov no kuj tseem yuav ua rau nws muaj peev xwm kwv yees tus nqi ua tiav ntawm qhov kev poob haujlwm ntawm cov qauv ntsuas ntev ua ntej qhov kawg ntawm kev cob qhia.
- 20:05 Kev tshuaj xyuas cov haujlwm ntawm lub computer tsis pom kev ntawm NeurIPS 2019 - Sergey Ovcharenko, Konstantin Lakhman, YandexPeb yuav saib cov haujlwm tseem ceeb ntawm kev tshawb fawb thiab kev ua haujlwm hauv computer vision. Cia peb sim nkag siab seb txhua qhov teeb meem puas tau raug daws los ntawm qhov kev xav ntawm lub tsev kawm ntawv, seb qhov kev yeej ntawm GAN txuas ntxiv mus rau txhua qhov chaw, leej twg tawm tsam nws, thiab thaum twg qhov kev hloov pauv tsis muaj kev saib xyuas yuav tshwm sim.
- 20:25 Kas fes so
- 20:40 Qauv ua ntu zus nrog kev txwv tsis pub dhau tiam - Dmitry Emelianenko, YandexPeb nthuav tawm tus qauv uas tuaj yeem ntxig cov lus rau hauv qhov chaw tsis txaus ntseeg hauv kab lus tsim. Tus qauv implicitly kawm ib qho yooj yim decoding txiav txim raws li cov ntaub ntawv. Qhov zoo tshaj plaws yog ua tiav ntawm ob peb datasets: rau tshuab txhais lus, siv hauv LaTeX thiab cov duab piav qhia. Daim ntawv tshaj tawm tau mob siab rau ib tsab xov xwm uas peb qhia tau hais tias qhov kev txiav txim siab kawm tau ua rau muaj kev nkag siab thiab tshwj xeeb rau cov teeb meem raug daws.
- 20: 55 Rov qab KL-Divergence Kev cob qhia ntawm Kev Sib Txuas Ua Ntej: Txhim Kho Kev Tsis Txaus Siab thiab Kev Ua Phem Tsis Txaus Siab - Andrey Malinin, YandexKev sib koom ua ke rau kev kwv yees tsis paub tseeb tsis ntev los no tau siv rau cov dej num ntawm kev txheeb xyuas qhov tsis raug, kev tawm tswv yim tawm tswv yim thiab nrhiav kev tawm tsam kev tawm tsam. Ua ntej Networks tau raug npaj los ua ib txoj hauv kev los ua kom muaj txiaj ntsig zoo ntawm cov qauv rau kev faib tawm los ntawm parameterizing Dirichlet ua ntej kev faib tawm ntawm cov khoom xa tawm. Cov qauv no tau pom tias ua tau zoo tshaj lwm txoj hauv kev, xws li Monte-Carlo Dropout, ntawm kev ua haujlwm ntawm kev tawm tswv yim tawm tswv yim. Txawm li cas los xij, scaling Ua ntej Networks rau cov ntaub ntawv nyuaj nrog ntau chav kawm yog qhov nyuaj siv cov txheej txheem kev cob qhia thaum xub thawj. Daim ntawv no ua rau ob qho kev koom tes. Ua ntej, peb qhia tau hais tias qhov kev qhia tsim nyog rau Kev Sib Txuas Ua Ntej yog qhov rov qab KL-divergence ntawm Dirichlet kev faib tawm. Qhov teeb meem no hais txog qhov xwm txheej ntawm kev cob qhia cov ntaub ntawv lub hom phiaj kev faib tawm, ua rau cov koom tes ua ntej tau txais kev cob qhia ua tiav ntawm kev faib cov dej num nrog ntau cov chav kawm, nrog rau kev txhim kho kev ua haujlwm ntawm kev faib tawm. Qhov thib ob, ua kom zoo dua ntawm cov txheej txheem kev cob qhia tshiab no, daim ntawv no tshawb xyuas siv Cov Kev Sib Txuas Ua Ntej txhawm rau txheeb xyuas cov yeeb ncuab tawm tsam thiab tawm tswv yim txog kev qhia txog kev tawm tsam. Nws tau pom tias kev tsim kho kom zoo ntawm kev hloov pauv whitebox tawm tsam, uas cuam tshuam rau qhov kev twv ua ntej thiab kev tsis pom kev, tawm tsam Cov Kev Sib Tham Ua Ntej tau kawm ntawm CIFAR-10 thiab CIFAR-100 siv cov kev xav tau xav tau ntau dua ntawm kev siv nyiaj txiag ntau dua li tawm tsam cov tes hauj lwm tiv thaiv siv tus qauv kev tawm tsam. kev cob qhia lossis MC-dropout.
- 21:10 Pawg sib tham: "NeurlPS, uas tau loj hlob ntau dhau lawm: leej twg yuav liam thiab yuav ua li cas?" - Alexander Krainov, Yandex
- 21:40 QIB
Lub Ib Hlis 16, 18:30-21:30, Thursday
- 19:00-19:30 βKev daws teebmeem kev ua haujlwm siv R rau dummiesβ - Konstantin Firsov (Netris JSC, Chief Implementation Engineer).
- 19: 30-20: 00 "Kev ua kom zoo ntawm cov khoom muag hauv khw muag khoom" - Genrikh Ananyev (PJSC Beluga Group, Lub taub hau ntawm kev tshaj tawm automation).
- 20:00-20:30 "BMS hauv X5: yuav ua li cas ua lag luam-txheej mining ntawm unstructured POS cav siv R" - Evgeniy Roldugin (X5 Retail Group, Tus Thawj Saib Xyuas Kev Tswj Xyuas Cov Cuab Yeej Zoo), Ilya Shutov (Media Tel, Head ntawm Department data scientist).
Lub Ib Hlis 18, 12:00-18:00, Hnub Saturday
- "Thaum twg nws tsim nyog rov sau ib daim ntawv thov los ntawm kos, thiab yuav ua li cas kom ntseeg tau kev lag luam ntawm qhov no" - Alexey Pyzhyanov, tus tsim tawm, SiburZaj dab neeg tiag tiag ntawm yuav ua li cas peb tau daws cov nuj nqis technical hauv txoj kev radical tshaj plaws. Kuv yuav qhia koj txog nws:
- Yog vim li cas ib daim ntawv thov zoo tau hloov mus ua ib qho qub txeeg qub teg txaus ntshai.
- Yuav ua li cas peb tau txiav txim siab nyuaj los sau txhua yam.
- Yuav ua li cas peb muag lub tswv yim no rau tus tswv cov khoom.
- Dab tsi tawm ntawm lub tswv yim no thaum kawg, thiab vim li cas peb tsis khuv xim qhov peb tau txiav txim siab.
- "Vuejs API mocks" - Vladislav Prusov, Frontend tsim tawm, AGIMA
Lub Ib Hlis 18, 12:00-15:00, Hnub Saturday
- 12:00 "Zindi Sendy Logistics Challenge (rus)" - Roman Pyankov
- 12:30 "Data Souls Wildfire AI (rus)" - Ilya Plotnikov
- 13:00 Coffee so
- 13: 20 "Topcoder SpaceNet 5 Kev Sib Tw & Sau Npe 3rd Tellus Satellite Sib Tw (eng)" - Ilya Kibardin
- 14:00 Coffee so
- 14:10 βCodalab Automated Time Series Regression (eng)β β Denis Vorotyntsev
Tau qhov twg los: www.hab.com