Aragtida Kaabayaasha Aasaasiga ah oo leh Awoodaha Wakiilka AI ee la xoojiyey | B4N1

Aragtida Kaabayaasha Aasaasiga ah oo leh Awoodaha Wakiilka AI ee la xoojiyey

8 months ago · b4n1 Read time: 5 min

Helitaanka StackGen ee OpsVerse: Ka faa'iidaysiga Wakiilada AI ee Automation-ka DevOps Automation-ka iyo Kaabayaasha

Muuqaalka sida xawliga ah u kobcaya ee xisaabinta daruuraha iyo DevOps, baahida loo qabo maaraynta kaabayaasha madax-bannaan weligood ma ahayn kuwo aad u dhib badan. Kartida otomaatiga ah iyo habaynta hawlaha kaabayaasha adag waxay noqotay kala soocida muhiimka u ah ururada doonaya inay ka hormaraan qalooca. Maqaalkan, waxaan ku daah-qaadi doonaa horumarka xiisaha leh ee ku xeeran la wareegidda StackGen ee OpsVerse, tallaabo horudhac ah oo keenaysa awoodaha wakiilka AI ee kor u qaaday safka hore ee Automation-ka DevOps iyo abaabulka kaabayaasha.

Kor u kaca Automation-ka DevOps ee ku shaqeeya AI

DevOps, oo ah erey ay alifeen Patrick Debois iyo Andrew Clay Shafer sanadkii 2009, waxaa loola jeedaa isgoysyada horumarinta software (Dev) iyo howlaha IT (Ops). Hadafka aasaasiga ah ee DevOps waa in la soo koobo farqiga u dhexeeya labadan edbin ee dhaqanka aamusan, kobcinta dhaqanka iskaashiga, iswada, iyo horumarinta joogtada ah. Sida ururadu ay ugu dadaalayaan in ay si degdeg ah oo la isku halleyn karo u keenaan software tayo sare leh, baahida loo qabo qalabaynta DevOps ee ku shaqeeya AI ayaa si aad ah u koray.

Wakiilada AI, gaar ahaan, waxay u soo baxeen sidii ciyaar-beddele goobtan. Iyaga oo ka faa'iidaysanaya algorithms barashada mashiinka iyo habaynta luqadda dabiiciga ah (NLP), wakiilada AI waxay falanqeyn karaan xogta kaabayaasha adag, aqoonsadaan qaababka, oo ay gaaraan go'aano xog ogaal ah waqtiga dhabta ah. Tani waxay awood u siinaysaa ururada inay si toos ah u sameeyaan hawlaha caadiga ah, saadaaliyaan oo ay ka hortagaan maqnaanshaha, oo ay wanaajiyaan ka faa'iidaysiga kheyraadka.

Helitaanka StackGen ee OpsVerse: Waa Cusub ee Maaraynta Kaabayaasha Iskii

StackGen, oo ah bixiye hormuud u ah xalalka maaraynta kaabayaasha madaxa banaan, ayaa dhawaan la wareegay OpsVerse, oo ah hormoodka AI-ku shaqeeya madal Automation DevOps. Tallaabadan istiraatijiyadeed waxay calaamad u tahay horumar la taaban karo oo ku aaddan wax-bixinta StackGen, maadaama ay keenayso awoodda wakiilka AI ee kor loo qaaday safka hore ee goobteeda.

OpsVerse, oo la aasaasay 2018, ayaa safka hore kaga jirtay Automation-ka DevOps ee ku shaqeeya AI, iyada oo si xooggan diiradda u saareysa abaabulka kaabayaasha iyo otomaatiga. Wakiilada AI ee madalku waxay falanqeyn karaan xogta kaabayaasha, aqoonsadaan cilladaha, oo ay qaadaan tillaabooyin sax ah waqtiga dhabta ah, iyaga oo hubinaya otomaatiga DevOps iyo abaabulka kaabayaasha aan toosnayn.

Ka faa'iidaysiga Wakiilada AI ee Automation-ka DevOps Automation-ka iyo Habaynta Kaabayaasha

Marka, sidee ayay wakiilada AI wax ugu biiriyaan Automation-ka DevOps ee aan kala go 'lahayn iyo abaabulka kaabayaasha? Aynu si qoto dheer u eegno faa'iidooyinka muhiimka ah:

  1. ** Maaraynta Kaabayaasha Atomaatiga ah ***: Wakiilada AI waxay si toos ah u habayn karaan hawlaha joogtada ah, sida bixinta, cabirida, iyo la socodka, xoraynta ilaha aadanaha hawlo istaraatiijiyadeed oo dheeri ah.
  2. ** Dayactirka Saadaasha ah ***: Wakiilada AI waxay falanqeyn karaan xogta kaabayaasha, aqoonsadaan arrimaha suurtagalka ah, oo ay qaadaan tallaabooyin ka hortag ah, yareynta khatarta maqnaanshaha iyo waqtiga.
  3. Isticmaalka Khayraadka La Hagaajiyay: Wakiilada AI waxay wanaajin karaan qoondaynta kheyraadka, iyagoo hubinaya in si hufan oo hufan looga faa'iidaysto.
  4. Wadashaqaynta La Hagaajiyay: Wakiilada AI waxay fududayn karaan wada shaqaynta ka dhaxaysa kooxaha horumarinta iyo hawlgalada, iyagoo hubinaya in qof walba uu ku jiro hal bog kana shaqaynayo ujeedo guud.

Tusaalaha Koodhka: Hirgelinta Wakiilka AI ee Python

Waa kuwan tusaale kood fudud oo muujinaya sida loo hirgeliyo wakiilka AI iyadoo la adeegsanayo Python: `` Python soo dejinta nupy sida np ka sklearn.ensemble soo dejinta RandomForestClassifier ka sklearn.model_doorashada soo dejinta tareenka_test_split

Soo rar xogta

xogta = np.loadtxt ('data.csv')

U kala qaybso xogta tababarka iyo imtixaanada

X_train, X_test, y_train, y_test = tareenka_test_split (xogta[:,:-1], xogta[:, -1], test_size=0.2, random_state=42)

Tababar kala soocida kaynta random

clf = RandomForestClassifier (n_estimators=100, random_state=42) clf.fit (X_tareen, y_tareen)

Saadaal samee

y_pred = clf.predict(X_test)

Qiimee waxqabadka moodeelka

sax = clf.score (X_test, y_test) daabac (f'Saxan: {sax:.2f}') `` Tusaalaha koodka ayaa muujinaya sida loo tababaro kala-soocida kaynta random-ka iyadoo la isticmaalayo maktabada-scikit-learn iyo samaynta saadaalinta kaydka xogta.

5-10ka amar ee ugu badan ee la isticmaalo

Waa kuwan 5-10ka amarrada ugu badan ee loo isticmaalo tignoolajiyadan:

  1. 'stackgen init': Wuxuu bilaabay mashruuc cusub oo StackGen.
  2. 'stackgen deploy': Waxay geysaa codsiga StackGen bixiyaha daruuraha.
  3. 'opsverse analyzer': Waxay baartaa xogta kaabayaasha iyadoo la isticmaalayo OpsVerse AI wakiilada.
  4. 'opsverse saadaasha': Wuxuu saadaaliyaa xogta kaabayaasha isagoo isticmaalaya OpsVerse AI wakiilada.
  5. 'Stackgen Monitor': Wuxuu kormeeraa waxqabadka kaabayaasha isagoo isticmaalaya StackGen.
  6. 'opsverse optimize': Waxay wanaajisaa qoondaynta kheyraadka iyadoo la adeegsanayo wakiilada OpsVerse AI.
  7. 'iskaashi stackgen': Waxay fududaysaa wada shaqaynta ka dhaxaysa horumarinta iyo kooxaha hawlgelinta isticmaalaya StackGen.
  8. 'Opsverse automate': Wuxuu otomaatiga u yahay hawlaha joogtada ah isagoo isticmaalaya OpsVerse AI wakiilada.
  9. 'stackgen predict': Wuxuu saadaaliyaa xogta kaabayaasha isagoo isticmaalaya StackGen.
  10. 'opsverse visualize': Waxay sawirtaa xogta kaabayaasha iyadoo la adeegsanayo wakiilada OpsVerse AI.

Muuqaalka

Halkan waxaa ah muqaalka faa'iidooyinka Automation-ka DevOps ee ku shaqeeya AI iyadoo la adeegsanayo Chart.js: shaxda { "type": "bar", "xogta": { "labels": ["Maaraynta Kaabayaasha Atoomaatiga ah", "Dayactirka Saadaasha", "Ka faa'iidaysiga Khayraadka La Hagaajiyey", "Iskaashiga La Wanaajiyey"], "datasets": [ { "label": "Faa'iidooyinka Automation-ka DevOps ee ay ku shaqeeyaan AI", "xogta": [10, 20, 30, 40], "backgroundColor": ["#3e95cd", "#8e5ea2", "#3cba9f", "#e8c3b9"], "BorderColor": ["#3e95cd", "#8e5ea2", "#3cba9f", "#e8c3b9"], "BorderWidth": 1 } ] }, "doorashooyinka": { "ciwaan": { "muujin": run, "text": "Faa'iidooyinka Automation-ka DevOps ee ku shaqeeya AI" }, "halyeey": { "muujin": run }, "Miisaanka": { "yAxes": [ { "ticks": { "beginAtZero": run } } ] } } } Aragtidani waxay muujinaysaa faa'iidooyinka Automation-ka DevOps ee ku shaqeeya AI, oo ay ku jiraan maaraynta kaabayaasha otomaatiga ah, dayactirka saadaalinta, ka faa'iidaysiga kheyraadka, iyo iskaashiga la wanaajiyay.

Gabagabo

Helitaanka StackGen ee OpsVerse waxay calaamad u tahay horumar la taaban karo oo ku yimid maaraynta kaabayaasha madaxbannaan. Awoodaha wakiilka AI ee la xoojiyey ee ay keentay OpsVerse waxay u sahlaysa ururadu inay si toos ah u habeeyaan oo ay habeeyaan hawlaha kaabayaasha adag ee fudud iyo hufnaanta aan hore loo arag. Maaddaama baahida Automation-ka ee DevOps ee ku shaqeeya AI ay sii kordheyso, madal StackGen's waxay diyaar u tahay inay noqoto hogaamiye meeshan. Iyada oo ay weheliso wakiiladeeda AI ee aadka u sarreeya iyo awoodaha otomaatiga ee DevOps ee aan kala go 'lahayn, StackGen waxaa lagu wadaa in uu wax ka beddelo habka ay ururradu u maareeyaan kaabayaashooda.

Have Questions?

Let's Talk

Contact me on LinkedIn