Mu positi iyi, tikugawana nanu magwero a chidziwitso chofunikira chokhudza Data Science kuchokera kwa woyambitsa mnzake ndi CTO wa DAGsHub, gulu komanso nsanja yowongolera mtundu wa data ndi mgwirizano pakati pa asayansi a data ndi akatswiri ophunzirira makina. Kusankhidwa kumaphatikizapo magwero osiyanasiyana, kuchokera ku akaunti za Twitter kupita ku mabulogu a uinjiniya okwanira, omwe amayang'ana omwe akudziwa zomwe akufuna. Tsatanetsatane pansi pa odulidwa.
Kuchokera kwa wolemba:
Ndiwe zomwe mumadya, ndipo monga munthu wodziwa zambiri mumafunika zakudya zabwino. Ndikufuna kugawana nawo komwe kumachokera chidziwitso cha Data Science, Artificial Intelligence ndi matekinoloje ogwirizana nawo omwe ndimawona kuti ndi othandiza kwambiri kapena owoneka bwino. Ndikukhulupirira kuti izi zikuthandizani inunso!
Kanema wa YouTube yemwe ali woyenerera kuti azitsatira zomwe zachitika posachedwa. Kanemayo amasinthidwa pafupipafupi ndipo wochititsayo amakhala ndi chidwi chokhudza nkhani zonse zomwe zafotokozedwa. Yembekezerani kufotokozedwa kwa ntchito yosangalatsa osati pa AI yokha, komanso pazithunzi zamakompyuta ndi mitu ina yowoneka bwino.
Pa njira yake ya YouTube, Yannick akufotokoza kafukufuku wofunikira pakuphunzira mozama mwatsatanetsatane. Mβmalo mowerenga nokha phunzirolo, nthawi zambiri kumakhala kofulumira komanso kosavuta kuonera imodzi mwa mavidiyo ake kuti mumvetse mozama nkhani zofunika kwambiri. Malongosoledwewa akupereka tanthauzo la zolembazo popanda kunyalanyaza masamu kapena kutayika paini zitatu. Yannick amagawananso malingaliro ake momwe maphunzirowa amalumikizirana, momwe angatengere zotsatira zake, kutanthauzira kwakukulu, ndi zina zambiri. Ndizovuta kwambiri kwa oyambira (kapena osaphunzira) kuti adzipezere okha.
M'mawu awo omwe:
Kufufuza kwamakina kumafunika kukhala omveka bwino, amphamvu komanso amphamvu. Ndipo Distill idapangidwa kuti ithandizire pakufufuza.
Distill ndi buku lapadera lofufuza kafukufuku wamakina. Zolemba zokhala ndi zowoneka modabwitsa zimalimbikitsidwa kuti zipatse owerenga kumvetsetsa bwino za mituyo. Kuganiza kwapamalo ndi kulingalira kumakonda kugwira ntchito bwino kwambiri pothandizira kumvetsetsa mitu ya Kuphunzira kwa Makina ndi Sayansi Ya data. Mawonekedwe achikhalidwe, komano, amakhala osasunthika pamapangidwe awo, osasunthika komanso owuma, ndipo nthawi zina. . Chris Olah, m'modzi mwa omwe amapanga Distill, alinso ndi blog yodabwitsa . Ilo silinasinthidwe kwakanthawi, koma likadali mndandanda wa mafotokozedwe abwino kwambiri pamutu wa kuphunzira mozama zomwe zidalembedwapo. Makamaka, inandithandiza kwambiri LSTM!
Sebastian Ruder akulemba bulogu yozindikira kwambiri komanso kalata yamakalata, makamaka yokhudza kulumikizana kwa neural network ndi migodi yachilankhulidwe chachilengedwe. Amakhalanso ndi malangizo ambiri kwa ofufuza ndi okamba misonkhano, zomwe zingakhale zothandiza kwambiri ngati muli mu maphunziro. Zolemba za Sebastian nthawi zambiri zimakhala ngati ndemanga, kufotokoza mwachidule komanso kufotokoza momwe kafukufuku wamakono akuyendera komanso njira zinazake. Izi zikutanthauza kuti zolembazo ndizothandiza kwambiri kwa akatswiri omwe akufuna kuti apezeke mwachangu. Sebastian nayenso akulemba .
Andrei Karpaty safuna kuyambitsa. Kuphatikiza pa kukhala m'modzi mwa ochita kafukufuku wozama kwambiri padziko lapansi, amapanga zida zomwe zimagwiritsidwa ntchito kwambiri, mwachitsanzo. ngati ma projekiti apambali. Anthu osawerengeka adalowa m'gawoli kudzera mu maphunziro ake a Stanford , ndipo kudzakuthandizani kuchidziwa maphunziro a neural network. Ndikupangiranso kuwonera za zovuta zenizeni zomwe Tesla ayenera kuthana nazo poyesa kugwiritsa ntchito kuphunzira pamakina pamlingo weniweni padziko lapansi. Zolankhula zimakhala zopatsa chidwi, zopatsa chidwi komanso zopatsa chidwi. Kupatula zolemba za ML yokha, Andrey Karpaty amapereka chifukwa . Werengani Andrew pa ndi kupitirira .
Blog ya Uber engineering ndi yochititsa chidwi kwambiri pakukula kwake komanso kufalikira kwake, komwe kumakhudza mitu yambiri, makamaka. . Chomwe ndimakonda kwambiri zaukadaulo wa Uber ndikuti amakonda kupanga zosangalatsa komanso zamtengo wapatali gwero lotseguka pa liwiro la breakneck. Nazi zitsanzo:
- Ndipo mndandandawo ukupitirirabe⦠Zipewa, Uber
Zotsutsana pambali, blog ya OpenAI ndiyabwino kwambiri. Nthawi ndi nthawi, mabulogu amalemba zomwe zili ndi malingaliro okhudza kuphunzira mozama zomwe zingangobwera pamlingo wa OpenAI: Hypothetical. kutsika kozama kawiri. Gulu la OpenAI limakonda kutumiza pafupipafupi, koma izi ndizofunikira.
Blog ya Taboola sidziwika bwino monga zina mwazinthu zomwe zili patsamba lino, koma ndikuganiza kuti ndizopadera - olemba amalemba zazovuta kwambiri padziko lapansi, zovuta zenizeni poyesa kugwiritsa ntchito ML popanga "zabwinobwino". " mabizinesi: zochepa za magalimoto odziyendetsa okha ndi othandizira a RL omwe amapambana akatswiri padziko lonse lapansi, zambiri za "ndingadziwe bwanji ngati chitsanzo changa tsopano chikulosera zinthu ndi chidaliro chabodza?". Nkhanizi ndi zofunika kwa pafupifupi aliyense amene akugwira ntchito m'mundamo ndipo amalandila zofalitsa zochepa kuposa mitu ya AI yodziwika bwino, komabe pamafunika talente yapadziko lonse lapansi kuti athetse bwino nkhaniyi. Mwamwayi, Taboola ali ndi talente iyi komanso kufunitsitsa komanso luso lolemba za izi kuti anthu enanso aphunzire.
Pamodzi ndi Twitter, palibe chabwino pa Reddit kuposa kukhala wokokera pa kafukufuku, zida, kapena nzeru za unyinji.
Zolemba zimasindikizidwa chaka chilichonse, koma zimadzazidwa ndi zidziwitso zambiri. Poyerekeza ndi magwero ena pamndandandawu, uwu ndi wofikirika kwa anthu omwe si aukadaulo. Zomwe ndimakonda pazokambiranazi ndikuti zimayesa kupereka mawonekedwe owoneka bwino a komwe makampani ndi kafukufuku akulowera, kuphatikiza kupita patsogolo kwa hardware, kafukufuku, bizinesi, ngakhalenso geopolitics kuchokera pakuwona kwa mbalame. Onetsetsani kuyambira kumapeto kuti muwerenge za mikangano ya chidwi.
Podcasts
Kunena zowona, ndikuganiza kuti ma podcasts ndi osayenera kufufuza mitu yaukadaulo. Kupatula apo, amangogwiritsa ntchito zomvera pofotokozera mitu, ndipo sayansi ya data ndi gawo lowonera kwambiri. Ma Podcasts amakupatsirani chifukwa choti mudzafufuze mozama pambuyo pake kapena kukhala ndi zokambirana zochititsa chidwi zanzeru. Komabe, pali malingaliro ena:
- , pamene amalankhula ndi ofufuza odziwika bwino pankhani ya luntha lochita kupanga. Zolemba za Francois Chollet ndizabwino kwambiri!
- . Zabwino kumva za zida zatsopano zopangira data.
Zodabwitsa Lists
Pali zochepa zomwe mungayang'ane pano, koma zowonjezera zomwe zimakhala zothandiza mutadziwa zomwe mukufuna:
Matty amapeza njira zokongola, zopangira zogwiritsira ntchito ma neural network, ndipo ndizosangalatsa kuwona zotsatira zake pazakudya zanu za Twitter. Osachepera tione kudya.
Ori ndi makina oyendetsa basi . Amalemba zambiri za mavuto ndi njira zothetsera asayansi a data. Onetsetsani kuti mwalembetsa kuti mudziwe nkhani ikasindikizidwa. Ake , makamaka, ndi yochititsa chidwi kwambiri.
Co-founder of fast.ai, gwero lathunthu lazidziwitso ndi zokolola.
Katswiri wa ML ku Github, Hamel Hussain ali wotanganidwa pantchito yopanga ndikupereka lipoti pazida zambiri zama coders.
Mlengi wa Keras, tsopano sinthani kumvetsetsa kwathu kuti luntha ndi chiyani komanso momwe tingayesere.
Research Scientist ku Google Brain.
Pomaliza
Cholemba choyambirira chikhoza kusinthidwa pamene wolemba akupeza magwero abwino azinthu zomwe zingakhale zamanyazi kuti asaphatikizepo pamndandanda. Khalani omasuka kulumikizana naye pa , ngati mukufuna kupangira gwero latsopano! Komanso DAGsHub Woyimira mlandu [approx. kumasulira pagulu] mu Data Science, ndiye ngati mupanga zomwe muli nazo mu Data Science, khalani omasuka kulembera wolemba positiyo.
Dzipangeni nokha powerenga zovomerezeka, komanso kugwiritsa ntchito nambala yotsatsira HABR, mutha kupeza 10% yowonjezera kuchotsera komwe kwawonetsedwa pachikwangwani.
Maphunziro ambiri
Nkhani Zowonetsedwa
Source: www.habr.com