Zosintha zamatsenga

Ch - Purity (onani Marshak),

B - Balance (onani Nash),

MLPP - Zida, anthu, ndi ndondomeko mu danga (onani Mayakovsky, Corbusier).

Ma graph atsopano a convolutional neural network adzagwiranso ntchito kukhitchini. Kuyamba kusewera kuphika ma molekyulu sikunakhalepo kophweka. Ndikokwanira kufotokoza mbale monga:

$inline$H = sigma [ chipewa D ^{-½} chipewa A chipewa D^{-½} Dropout {sigma[hat D ^{-½} hat A hat D ^{-½} XW ]}] , $inline $

Kumeneko:

- kukhazikika pokhazikitsanso magawo osankhidwa mwachisawawa - 'kuyiwala' komweko kovomerezeka ndi Google,
- nonlinear kutsegula ntchito ,
- diagonal matrix a vertex madigiri (chiwerengero cholumikizira),
ndi diagonal matrix omwewo,
- matrix ogwirizana,
- matrix a vertex properties,
- zolemera za neural network, zomwe titha:

• phunzirani munjira yophunzirira ndi mphunzitsi;
• lembani ndi mfundo zosankhidwa mwachisawawa;
• kutaya (izi zipangitsa kuti ntchitoyi ikhale yolumikizana pang'ono).

Wolembayo mwiniwake adapenda makina a ntchitoyo mwatsatanetsatane. apa. Kuphatikiza apo, pang'onopang'ono komanso ndi zitsanzo, njirayo imakambidwanso apa.

Pafupi, komwe ndi momwe mungalowe muzolemba za ma graph - mawu oyamba a chiphunzitso cha graph ndi zolemba zofananira zitha kutsitsimutsidwa - zolembedwa kale.

Tsopano - za chinthu chofunikira kwambiri. Za kukonza zolembera za data.

Kwa zaka zisanu ndili ku Nestle, ndinaphunzira mmene anthu ophunzitsidwa bwino komanso maloboti amapangira chokoleti pogwiritsa ntchito zinthu zopangira zinthu komanso zoikamo. Kudziwana kwanga koyamba ndi mtima wa bizinesi kunachitika kumayambiriro kwa kasupe, pamene ndinakhazikitsa ndondomeko ya moyo wa deta wazinthu zochokera ku SAP - kuchokera ku lingaliro kupita kumsika. Tsopano ndikuyang'ana njira yokonzekera ma bachelor a zaluso zophikira ku Lisbon. Pa chithunzi pamwambapa ndi chimodzi mwa malire mu mikate - lollipop ndi dzira zonona. Monga chidole cha mtengo wa Khrisimasi chopangidwa ndi shuga, chongodzaza. Apa amaphunzitsa ophika kwa zaka zinayi.

Ndasangalala ndi zimene ndinaona. Ndipo popeza ndikuyika zida zophunzitsira pano, ndikuwuzani chifukwa chake kuli bwino kuphunzira kuphika ku Portugal kuposa masamu.

Hogwarts amalandilidwa ndi bas-relief ndi mawu akuti 'Ntchito ndi Order'.

Izi ndi zomwe zikuyembekezera ophunzira. Mwamwayi, iye anapangidwa mu khalidwe ndi chitetezo ndi kuteteza chilengedwe cha kupanga chakudya - mu imodzi mwa ntchito iye anali ndi udindo certification wa msika (bungwe lazamalamulo - dera dera m'mayiko awiri - mafakitale angapo, ofesi. , komanso nyumba zosungiramo zinthu zingapo) molingana ndi miyezo yonse ya ISO ndikumanga kafukufuku wamkati kwa mtsogoleri wa msika wapadziko lonse lapansi - chochitika chosangalatsa. Kupereka maziko a chigamulo cha mtengo.

Ili mdera lapamwamba kwambiri la Lisbon, School of Tourism and Hospitality ndi maziko amalingaliro abwino.

Kodi chidwi ndi chiyani pa saladi ya zukini pa Habré - funsani?

Chowonadi ndi chakuti pali zikhalidwe zamuyaya, monga makeke ndi mayankho anzeru, koma code ndi yachidule. Mwachitsanzo, m'masiku angapo python yachiwiri idzalemba momwe ikukulirakulira. Pali zokambidwa zochulukirachulukira zokhudzana ndi kagwiritsidwe ntchito ka masamu ndipo ndikukhulupirira kuti ma confectionery ndi gawo labwino kwambiri poyesera mu molecular gastronomy.

Chimodzi mwazomwe zapezedwa chinali chokoleti mousse yokhala ndi sitiroberi marmalade. Black caviar yokhala ndi chokoleti yoyera yayamba kale kuphatikizika, koma kuphatikiza kochititsa chidwi. Kawirikawiri, ndizosangalatsa, nthawi zina zokoma, zachikhalidwe komanso yi.

Kodi ndizotheka kuphatikiza masamu ndi kuphika ku Lisbon?

Mothekera, inde. Munjira yodziwerengera.

Ndi chiyani chomwe chimakusangalatsani kwambiri kuyika muzakudya zanu?

Pali malangizo awiri apa - operekedwa posachedwa graph convolution pre-training strategy ndi watsopano muyeso wa mtunda wamamodeli opanga, yomwe ingowonetsedwa ku ICLR 2020.

Yoyamba ndi yosangalatsa chifukwa imakulolani kuti muphunzire zing'onozing'ono za maubwenzi pakati pa zosakaniza pogwiritsa ntchito deta yomwe ilipo pagulu ndikuwonjezeranso zambiri zapaderalo - izi ziyenera kusonkhanitsidwa, kuphunziridwa, kukonzekera, ndi zina zotero. - momwe menyu odyera kapena mapu aukadaulo azakudya zapayekha amakonzedwa. Tidawona ntchitoyi pa NeurIPS Lisbon Meetup yaposachedwa - yomwe idachitika ndi omwe adakonza PyData-Lisbon m'njira yamasiku awiri motsatizana kuyambira 14 mpaka 20 - zikomo kwa iwo chifukwa chopereka nkhani pafupipafupi, makeke, ndi kusiya pitsa.

Dera la kukongola. Sizikudziwikabe kuti kuchuluka kwa mtundawu kudzafulumizitsa kupita patsogolo pakupanga maphikidwe ndi mamapu aukadaulo kuchokera pazithunzi, koma kuthekera kulipo.

Mwachidule, graph ikhoza kukhala yochuluka. Maonekedwe ake akhoza kuphunziridwa molondola kwambiri poyerekezera kugawa kwa kutentha mu dongosolo.

Masamu mkati ndi owopsa m'malo, ndipo kawirikawiri chiphunzitso cha graph chikupeza zida mwachangu ndipo kusankha kwa algebra kukukulirakulira - akulankhula za hypergeometry ndi malo ena. Chofunika kwambiri ndi mawonekedwe a pulogalamuyi - osati ng'anjo yokhayo yomwe ingaganizidwe ngati bokosi lakuda.

Zotsatira zake ndikuti titha kuwunika bwino maphikidwe omwe neural network idapanga.

Zimadziwika kuti kuphunzitsa ma neural network ndi njira yaukadaulo yaukadaulo. Imawononga zambiri, magetsi, ndi maola amakina. Chifukwa chake, ngati simunasungitsebe buku lophikira la agogo anu kuti muphunzitse zomanga zopukutidwa mothandizidwa ndi ma throttles, ndipo mukukayikirabe za kuphika kwa algorithmic, ndiye kuti pali njira ina. Anthu ovala zipewa zoyera.

Ngati simunakonzekere kupereka ntchito yakukhitchini ku maloboti, koma mukutsegula kale malo odyera, ndiye ndikulimbikitsani kuyang'anitsitsa omaliza maphunzirowa. Amakonzedwa molondola pamenepo.

Mayunifomu ndi gawo la maphunziro.

Ophika aumwini (ndi antchito othandizira) ayamba kuperekedwa ngati gawo la phukusi la chipukuta misozi, mchitidwe wathanzi womwe umakhulupirira kuti umathandizira luso la ogwira ntchito.

Kodi abwana anu amachita kale izi?

Ogwiritsa ntchito olembetsedwa okha ndi omwe angatenge nawo gawo pa kafukufukuyu. Lowani muakauntichonde.

Kodi abwana anu amapereka chidwi chotani ku gastronomy?

• 62,5%injiniya wa Soviet? Kuyenda kophika buledi! (palibe canteen)5

• 0,0%Wophika payekha, kwa otsogolera okha0

• 0,0%Wophika payekha - amapezeka ngakhale kwa akatswiri otsogola0

• 0,0%Wophika wamunthu - komanso ngakhale atsogoleri a dipatimenti0

• 0,0%Aka kanali koyamba kumva za mchitidwewu0

• 37,5%Pali canteen - stationary3

• 0,0%Pali canteen - kudya (amabweretsa chakudya)0

Ogwiritsa ntchito 8 adavota. Ogwiritsa 3 adakana.

Source: www.habr.com