Feature Injiniya Bututun da Data Versioning
Fasalan bututun injiniya suna canza ɗanyen bayanai zuwa ƙirar siginar ƙididdiga a zahiri suna koyo daga su, yayin da sigar bayanai ke bin daidai waɗanne bayanai da sauye-sauye suka samar da kowane samfuri.
Dubawa
Together they make machine learning reproducible, auditable, and safe to change.
Zurfafa nutsewa
Siffar bututun aikin injiniya shine jerin matakan da ke juyar da abubuwan da ba su da kyau (tambayoyi, tambarin lokaci, rubutu, ma'amaloli) zuwa fasali masu tsabta da abin ƙira zai iya cinyewa: ƙaddamar da kwanan wata zuwa mako-mako, daidaita lambobi, nau'ikan ɓoye-zafi ɗaya, tara tarihin mai amfani zuwa matsakaicin mirgine. Ana rubuta bututun a matsayin lamba don haka suna gudana iri ɗaya yayin horo da kuma samarwa. Siffar bayanai tana yin rikodin hotunan bayanan bayanan da ainihin lambar canjin da ta gina su, yawanci ta hanyar hashes. Kayan aiki kamar DVC, LakeFS, da shagunan sifofi irin su Idi ko Tecton suna adana waɗannan sigogin. Sakamakon sakamako: lokacin da samfurin ya yi kuskure, zaku iya tantance wane nau'in bayanan da kuma waɗanne fasalin dabaru ne suka samar da shi, sake fitar da sakamakon bit-for-bit, sannan ku mirgine da gaba gaɗi.
Fahimtar Fasaha
Siffar yawanci hashes abun ciki na saitin bayanai (ba sunayen fayiloli kawai) don haka kwatankwacin bayanai iri ɗaya kuma kowane canji yana haifar da sabon ID mara canzawa. An bayyana bututun kamar yadda aka ba da umarnin acyclic graphs (DAGs) na matakan canji; kayan aiki yana tafiya DAG, yana bincika abubuwan da aka canza ta hashes, kuma suna sake aiwatar da matakan da abin ya shafa kawai. metadata na layi yana haɗe kowane fasalin ƙimar baya zuwa layuka na tushe, sigar canji, da tambarin lokaci, yana ba da damar haɓakawa da dubawa.
Dabarun Tasiri
Kudin da kasafin kuɗi
Hukunce-hukuncen gine-gine suna haifar da aiki da tsadar aiki na shekaru.
Shawarwari masu haske
Ilimin fasaha yana taimaka wa ƙungiyoyi su zaɓi tari mai kyau, ba kawai sabon abu ba.
Kula da inganci
Zaɓuɓɓukan injiniya mafi kyau suna rage abin dogaro a cikin samarwa.
Makomar Feature Injiniyan Bututun Injiniya da Sigar Bayanai
Yi tsammanin haɗakar shagunan sifofi, sigar bayanai, da ƙirar ƙira zuwa dandamalin dandamali na MLOps waɗanda kowane tsinkaya ke gano ainihin sawun yatsa na bayanai-da-ladi. Ma'anar fasalin fasalulluka, daidaitaccen lokaci na atomatik, da haɗin kai tare da kwangilolin bayanai zai rage lambar manne da hannu. Yayin da ƙa'ida game da ƙididdigar AI ke girma, layin da ba za a iya canzawa ba zai zama abin da ake buƙata, kuma manyan bututun ƙirar harshe za su ɗauki irin wannan sigar don faɗakarwa, sakawa, da kuma dawo da kamfani.
Aiwatar da Gaskiyar Duniya
Banki yana fitar da fasalin fasalin gano zamba ta yadda masu duba za su iya sake fitar da ainihin tarukan ciniki da aka yi amfani da su don kowane yanke shawara watanni bayan haka.
Ƙungiyar kasuwancin e-commerce tana amfani da Idi don ƙididdige 'matsakaicin ƙimar oda a cikin kwanaki 30 na ƙarshe' sau ɗaya kuma a yi amfani da shi zuwa ayyukan horarwa da API shawarwarin rayuwa.
Masanin kimiyyar bayanai yana amfani da DVC don mirginawa zuwa saitin bayanan da aka goge a makon da ya gabata bayan gano matakin daidaitawa na buggy ya lalata fasalin halin yanzu.
Ƙungiyar kula da lafiya ta ML tana ƙaddamar da kowane ƙirar ƙira zuwa hoto mai ɗaukar hoto na bayanan haƙuri don tabbatar da cewa za a iya sake gudanar da bincike iri ɗaya ga masu gudanarwa.
Hatsari & Tsare-tsare
Haɓaka ma'auni ɗaya na iya ɓoye manyan raunin tsarin.
Sau da yawa ana raina kayan more rayuwa da kuma kuɗin kulawa.
Tsaro da gibin lura na iya girma yayin da tsarin ke ƙara haɓaka.
Taswirar Hanya
Ƙayyade latency, inganci, da maƙasudin farashi kafin aiwatarwa.
Alamar ma'auni a ƙarƙashin ainihin kaya da yanayin bayanai.
Kula da kayan aiki don kurakurai, ɗigo, da tasirin mai amfani.
Shirya bijirowa da hanyoyin mayar da martani kafin sikeli.
Ci gaba da Bincike
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Jagora na gaba
Fasalar Injiniya
Tambayoyin da ake yawan yi
What is Feature Engineering Pipelines and Data Versioning?
Fasalan bututun injiniya suna canza ɗanyen bayanai zuwa ƙirar siginar ƙididdiga a zahiri suna koyo daga su, yayin da sigar bayanai ke bin daidai waɗanne bayanai da sauye-sauye suka samar da kowane samfuri. Tare suna mai da ilimin na'ura wanda za'a iya maimaita shi, ana iya dubawa, kuma amintaccen canzawa.
Menene ainihin manufar bututun aikin injiniya?
Siffar bututun aikin injiniya shine sarkar matakan canji wanda ke juyar da danye, abubuwan da ba su da kyau zuwa abubuwan ƙididdigewa masu tsabta waɗanda abin ƙira zai iya koya daga gare su.
Me yasa kayan aikin sigar bayanai sukan yi hange abubuwan da ke cikin bayanan saitin sunan fayil kawai?
Hashing abun ciki yana nufin bayanai iri ɗaya suna samun ID iri ɗaya (ba da damar cirewa) kuma kowane gyare-gyare yana haifar da sabon ID, yana ba da garantin rashin canzawa da haɓakawa.
An fi wakilta bututun sifofi a matsayin wane irin tsari?
An ƙirƙira bututun mai azaman DAGs don haka tsarin zai iya tantance dogaro tsakanin matakai da sake gudanar da matakan da abubuwan shigarsu suka canza.
Wace matsala sigar bayanai ta fi magance kai tsaye lokacin da samfurin da aka tura ya fara mugun hali?
Sigar tana yin rikodin waɗanne bayanan saiti da wace lambar canji ta gina samfuri, don haka zaku iya sake fitar da sakamako kuma ku mirgine zuwa sanannen yanayi mai kyau.
Wanne daga cikin waɗannan kayan aikin misali ne da aka yi amfani da shi musamman don shagunan sifofi ko sigar bayanai?
Biki da Tecton shagunan sifofi ne, yayin da DVC da LakeFS kayan aikin sigar bayanai ne da aka saba amfani da su a bututun MLOps.