Cov txheej txheem:
Video: Yuav ua li cas koj deploy ib tug machine learning qauv nyob rau hauv ntau lawm?
2024 Tus sau: Lynn Donovan | [email protected]. Kawg hloov kho: 2023-12-15 23:47
Muab koj tus qauv ML thawj zaug rau kev tsim khoom nrog cov khoom siv thev naus laus zis yooj yim
- Kev cob qhia a tshuab kev kawm qauv ntawm lub hauv paus system.
- Wrapping lub inference logic rau hauv ib daim ntawv thov flask.
- Siv docker los ntim cov ntawv thov lub khob.
- Hosting lub thawv docker ntawm AWS ec2 piv txwv thiab siv lub vev xaib-kev pabcuam.
Tsuas yog li ntawd, koj yuav siv ML qauv li cas hauv kev tsim khoom?
Kev xaiv rau xa mus koj ML qauv hauv kev tsim khoom Ib txoj kev siv koj ML model yog, tsuas yog txuag cov kev cob qhia thiab sim ML model (sgd_clf), nrog rau lub npe tsim nyog (piv txwv li mnist), hauv qee qhov chaw ntawm cov ntaub ntawv ntau lawm tshuab. Cov neeg siv khoom tuaj yeem nyeem (rov qab) qhov no ML model file (mnist.
Ib tug kuj yuav nug, koj yuav siv lub tshuab kev kawm ua qauv siv lub raj mis li cas? Ua tiav xa mus a tshuab kawm qauv nrog Flask thiab Heroku, koj yuav xav tau cov ntaub ntawv: qauv.
Cov ntu tseem ceeb ntawm tsab ntawv no yog raws li hauv qab no:
- Tsim GitHub Repository (yeem)
- Tsim thiab Pickle tus qauv siv Titanic cov ntaub ntawv.
- Tsim Flask App.
- Test Flask App Hauv zos (yeem)
- Deploy rau Heroku.
- Test Ua Haujlwm App.
Kuj paub, nws txhais li cas rau kev siv tshuab kev kawm qauv?
Kev xa tawm yog txoj kev uas koj integrate a tshuab kev kawm qauv mus rau hauv ib qho chaw tsim khoom uas twb muaj lawm los txiav txim siab ua lag luam raws li cov ntaub ntawv. Nws yog ib qho ntawm cov theem kawg hauv lub tshuab kev kawm lub neej voj voog thiab tuaj yeem yog ib qho ntawm cov cumbersome tshaj plaws.
Koj siv li cas rau kev tsim khoom?
Nrog rau qhov ntawd nyob rau hauv lub siab, cia peb tham txog qee txoj hauv kev los ua kom yooj yim rau kev tsim khoom yam tsis muaj kev pheej hmoo zoo
- Automate ntau npaum li qhov ua tau.
- Tsim thiab ntim koj daim ntawv thov ib zaug xwb.
- Siv tib txoj kev txhua lub sijhawm.
- Siv Cov Cim Cim Cim Hauv Koj Daim Ntawv Thov.
- Muab tso rau hauv cov pob me me, thiab ua nws ntau zaus.
Pom zoo:
Yuav ua li cas yog ib tug txheej txheem nyob rau hauv lub operating system dab tsi yog ib tug xov nyob rau hauv lub operating system?
Ib tug txheej txheem, nyob rau hauv cov nqe lus yooj yim tshaj, yog ib tug executingprogram. Ib tug los yog ntau tshaj threads khiav nyob rau hauv cov ntsiab lus ntawm cov txheej txheem. Ib tug xov yog ib qho tseem ceeb chav tsev uas theoperating system faib lub sij hawm processor. Lub threadpool feem ntau yog siv los txo tus naj npawb ntawm cov ntaub ntawv thov thiab muab kev tswj hwm ntawm cov neeg ua haujlwm threads
Yuav ua li cas koj hlawv ib DVD rau ib tug Mac uas yuav ua si nyob rau hauv ib tug DVD player?
Part 1: Hlawv playable DVD Mac Disk Utility Kauj Ruam 1: Los ntawm Mac Finder, xaiv ib tug disk imagefile. Kauj ruam 2: Rub lub "Cov ntaub ntawv" ntawv qhia zaub mov thiab xaiv "Hlawv Disk Duab (Npe) rauDisc…" Kauj ruam 3: Ntxig ib tug dawb paug DVD, CD, los yog CDRW disc rau hauv lub tsav, ces nias rau ntawm lub "Hlawv" khawm
Yuav ua li cas koj muab ib tug nplaub tshev nyob rau hauv ib tug nplaub tshev ntawm ib tug iPhone?
Yuav ua li cas muab Folders hauv Folders Coj mus rhaub thiab tuav ib qho app nkag mus rau hom hloov kho. Tsim ib lub nplaub tshev tshiab los ntawm kev tso ib qho app rau saum lwm tus. Sai li ob lub apps sib koom ua ke los tsim ib daim ntawv tais ceev tseg, rub lub nplaub tshev uas twb muaj lawm hauv qhov tsim tshiab ua ntej nws tuaj yeem teeb tsa
Yuav ua li cas koj pom ib tug pinhole xau nyob rau hauv ib tug tooj liab yeeb nkab?
Pwm lub Fix-It Stick putty kom txog thaum nws yog lub teeb ntxoov ntxoo ntawm grey. Ua nws hla lub pinhole hauv cov yeeb nkab tooj liab. Kuv nyiam nias rau nws kom ntseeg tau tias cov putty nkag mus rau hauv lub pinhole ces taper kawg. Hauv ob peb feeb lub putty yuav yog pob zeb thiab koj tuaj yeem tig koj cov dej rov qab
Yuav ua li cas koj tsim ib tug rau ntau txoj kev sib raug zoo nyob rau hauv ib tug database system?
Txhawm rau tsim kom muaj kev sib raug zoo ib leeg rau ob qho tib si ntawm thaj chaw (feem ntau yog thawj qhov tseem ceeb thiab txawv teb chaws qhov tseem ceeb) yuav tsum muaj qhov ntsuas tshwj xeeb. Txhawm rau tsim kom muaj kev sib raug zoo ib-rau-ntau Lub teb ntawm ib sab (feem ntau yog qhov tseem ceeb) ntawm kev sib raug zoo yuav tsum muaj qhov ntsuas tshwj xeeb