Table of Contents[Hide][Show]
Kev nce siab hauv kev thov rau Artificial Intelligence tau xav tau kev ntiav neeg ua haujlwm ntau ntxiv, cov kws tshawb fawb, thiab cov programmers. Nws tsis yooj yim sua kom xav txog kev muaj sia nyob yam tsis muaj kev cuam tshuam lossis kev koom tes ntawm AI. AI yog nyob txhua qhov chaw, los ntawm kev tshawb nrhiav haujlwm mus rau spam mail nrhiav, caij sib koom rau kev sib txuas hauv kev sib raug zoo, thiab nws ua rau peb lub neej zoo dua thiab yooj yim dua.
AI tuaj yeem pab koj lub tuam txhab txuag sijhawm thiab nyiaj txiag los ntawm kev ua haujlwm thiab txhim kho cov txheej txheem tsis tu ncua. Thaum AI nyob hauv qhov chaw, koj tuaj yeem ntseeg tau tias cov haujlwm no yuav ua tiav sai dua, raug, thiab ntseeg tau ntau dua li tus neeg ua tau. Txawm li cas los xij, txhawm rau koom nrog AI rau hauv koj lub tuam txhab cov txheej txheem thiab cov kev pabcuam, koj yuav xav tau software tsim tawm uas muaj peev xwm ua tau.
Tsis tas li ntawd, cov neeg tsim khoom yuav tsum paub txog cov lus AI zoo tshaj plaws. Txhua yam lus muaj nws tus kheej lub zog thiab kev txwv, nrog rau cov yam ntxwv sib txawv. Nws yog nyob ntawm koj los txiav txim seb yam ntxwv twg tsim nyog tshaj rau koj cov kev xav tau.
Cia peb pib thiab saib qee cov lus programming saum toj kawg nkaus rau AI.
1. Nab hab sej
Python yog qib siab, txhais lus, hom lus hais txog kev ua haujlwm uas hais txog lub hom phiaj ntawm cov lej nyeem tau yooj yim thiab yooj yim. Tam sim no, tej zaum koj yuav xav txog Python ua tus thawj coj ntawm txhua yam lus. Python's syntax yooj yim yog lub luag haujlwm rau nws qhov kev nce qib hauv kev muaj koob meej. Tsis tas li ntawd, cov ntsiab lus luv luv tso cai rau koj siv sijhawm ntau ntxiv los tsim cov qauv tsim, ua rau Python yog qhov kev xaiv zoo tshaj plaws rau cov txheej txheem Machine Learning.
Python tus neeg siv-phooj ywg yog qhov tseem ceeb tshaj li lwm yam hauv kev ua nws qhov kev xaiv tshaj plaws ntawm AI engineers. Txawm li cas los xij, nws yog kev ua haujlwm siab thiab siv dav programming lus muaj peev xwm ntawm cov txheej txheem nyuaj rau ntau yam haujlwm thiab platforms.
Hais txog cov thev naus laus zis tam sim no, qhov laj thawj tseem ceeb tshaj plaws Python feem ntau yog nyob rau sab saum toj yog tias AI-cov txheej txheem tshwj xeeb tau tsim rau cov lus. TensorFlow, ib qho khoom siv qhib qhov chaw tsim tshwj xeeb rau kev kawm tshuab uas tuaj yeem siv rau qhov tob neural network kev cob qhia thiab kev xav, yog ib qho nrov tshaj plaws. Ntawm lwm qhov AI-centric moj khaum yog:
- scikit-kawm - Python tsev qiv ntawv rau kev cob qhia tshuab kev kawm ua qauv.
- Keras yog qhov programming interface rau kev suav lej nyuaj.
- PyTorch yog lub tsev qiv ntawv Python rau kev pom thiab kev ua lus zoo.
- Theano yog ib pob uas tso cai rau koj los txhais, optimize, thiab soj ntsuam cov kab zauv.
2. C ++
C ++ yog lub khoos phis tawj lus txuas ntxiv uas tuaj yeem siv los tsim neural networks. Qhov ceev ntawm C ++ yog qhov txiaj ntsig tseem ceeb tshaj plaws txij li AI txoj kev txhim kho yuav tsum muaj kev suav nrog, thiab cov lus no tuaj yeem ua kom cov kev suav nrawm. Nws muaj kev tswj hwm qis qis thiab txhawb nqa cov cuab yeej cuab tam siv, kev ua haujlwm tseem ceeb, thiab lwm yam.
C ++ muaj qhov nyuaj syntax tab sis tsis tshua kim dua lwm hom lus xws li Java. C ++ yuav siv tau rau hauv kev txawj ntse txawj ntse rau kev tshawb fawb cav optimization thiab qeb duas.
Ib qho ntawm cov laj thawj rau qhov no yog cov lus dav dav, uas ua rau nws zoo tagnrho rau kev siv peev txheej siv. C ++ yog cov lus programming qis uas txhim kho kev tswj hwm tus qauv AI hauv kev tsim khoom. Thiab, thaum C ++ yuav tsis yog thawj qhov kev xaiv rau AI programmers, nws tsim nyog sau cia tias ntau qhov sib sib zog nqus thiab tshuab kev kawm tau tsim hauv C ++.
TensorFlow, cov txheej txheem kev kawm tshuab nrov tshaj plaws, tau sau hauv C ++. Nws kuj tau siv los tsim Convolutional Architecture rau Fast Feature Embedding kev kawm tob (Caffe).
3. R Programming Language
R yog hom lus uas nquag siv tshaj plaws, thiab nws tau tsim los rau kev txheeb xyuas kev txheeb xyuas thiab cov ntaub ntawv graphical. Nws yog ib hom lus programming nrov ntawm cov ntaub ntawv miners thiab statisticians. Nws yog qhov chaw qhib thiab muaj lub zej zog loj AI. R muaj txiaj ntsig zoo rau kev tshawb fawb Artificial Intelligence uas suav nrog lub sijhawm ntsuas kev soj ntsuam, ntsuas kev ntsuas, kab thiab tsis ua qauv, thiab kev sib koom ua ke.
Cov lus yog object-oriented, expandable, thiab tso cai rau tej yam khoom los manipulated los ntawm lwm yam lus. R qhov ua tau zoo hauv kev ua cov ntaub ntawv thiab kev tshuaj xyuas yog ib qho ntawm nws qhov zoo tshaj plaws. Nws kuj muaj cov txuj ci zoo tshaj plaws. R, ntawm qhov tod tes, nyuaj kawm. Nws yog sluggish thiab muaj kev ruaj ntseg flaws.
Cov pob ntawv nthuav dav yuav tsum raug txiav txim siab ntau dua li cov peev txheej dav dav ntawm R. Cov pob xws li Gmodels, RODBC, OneR, thiab Tm muab kev txhawb nqa dav dav rau kev ua haujlwm Machine Learning. Thaum koj pib kawm, koj yuav pom tias kev txheeb cais yog lub hauv paus ntawm AI thiab ML. R's open-source status qhia tias nws yog dawb rau siv. Nws muaj cov neeg siv loj loj.
4. JAVA
Java programming lus yog qib siab, dav dav, kwv-kev kawm cajmeem lus. Java's syntax yog piv rau cov lus C thiab C ++; Txawm li cas los xij, Java txhais tau tias yuav tsum muaj tus kheej thiab muaj kev vam meej tsawg. JAVA yog arguably cov lus siv dav tshaj plaws hauv ntiaj teb rau ntau yam kev ua ub no, AI yog ib qho ntawm lawv.
Lub neej ntawm Virtual Machine Technology yog qhov tseem ceeb tshaj plaws ntawm kev siv JAVA programming lus. JVM ua dab tsi? Zoo, Java Virtual Tshuab ua kom yooj yim cov txheej txheem kev siv, txuag koj lub sijhawm thiab lub zog los ntawm kev sau cov ntawv thov ntau zaus.
Cov Ntaub Ntawv Loj thiab AI yog qhov sib txuas ntxiv, thiab cov ntaub ntawv tseem ceeb tshaj plaws, xws li Fink, Hadoop, Hive, thiab Spark, tau sau hauv Java. Nws kuj tseem muab ntau qhov kev txhim kho AI, suav nrog Weka, Java-ML, H2O, DeepLearning4j, thiab MOA, OenNLP, Kubeflow, Deep Java tsev qiv ntawv, Neuroph.
5. Scala
Scala yog ib hom lus programming uas tau ntaus statically, qib siab, yam khoom taw qhia, thiab ua haujlwm. Nws tau tsim nrog lub hom phiaj ntawm kev sau cov txiaj ntsig ntawm Java thaum txo qee qhov tsis zoo. Scala tau tsim ib txoj hauv kev zoo rau kev tsim software ntse siv Java Virtual Machine (JVM) ib puag ncig. Nws yog sib xws nrog Java thiab JavaScript, thiab nws ua rau kev txhim kho yooj yim dua, sai dua, thiab ua tau zoo dua
Scala tau dhau los ua ib qho tseem ceeb ntawm cov ntaub ntawv txheeb xyuas xws li Apache Flink, Apache Spark, Apache Kafka, thiab Akka Stream vim yog cov yam ntxwv no. Scala qhov teeb meem tseem ceeb suav nrog kev tsis muaj kev txhawb nqa hauv zej zog, txwv kev txais yuav, rov qab tsis sib haum xeeb, thiab kev kawm siab.
Breeze yog lub tshuab kawm nrov tshaj plaws rau Scala. Lub tsev qiv ntawv no ua ke nrog Matlab lub luag haujlwm thiab Python's NumPy tsev qiv ntawv. Nws tshwm sim los ntawm kev sib koom ua ke ntawm ScalaNLP thiab Scala cov haujlwm. Breeze suav nrog ntau lub peev xwm hauv kev suav uas yuav tsum tau tsim los tsim AI systems tam sim no.
6. Julia
Julia yog lwm cov khoom lag luam siab uas tsis tau txais kev lees paub lossis kev txhawb nqa hauv zej zog nws tsim nyog. Txawm li cas los xij, nws cov yam ntxwv tsis poob siab. Cov lus programming no pab tau rau ntau txoj haujlwm, tab sis nws ua tau zoo ntawm cov lej thiab cov ntaub ntawv txheeb xyuas.
Julia yog lwm cov khoom lag luam siab uas tsis tau txais kev lees paub lossis kev txhawb nqa hauv zej zog nws tsim nyog. Txawm li cas los xij, nws cov yam ntxwv tsis poob siab. Cov lus programming no pab tau rau ntau txoj haujlwm, tab sis nws ua tau zoo ntawm cov lej thiab cov ntaub ntawv txheeb xyuas.
Julia muab DataFrames los cuam tshuam nrog datasets thiab ua cov ntaub ntawv hloov pauv rau kev txheeb cais thiab cov ntaub ntawv tshawb fawb. JuliaGraphs tej pob khoom tso cai rau koj ua haujlwm nrog cov ntaub ntawv sib txuas. Julia ua haujlwm zoo nrog cov ntaub ntawv siv JDBC, ODBC, thiab Spark tsav tsheb. Nws yog hom lus zoo tshaj plaws rau kev tsim Kev kawm tob code ntawm lub backend. jl thiab Flux.jl yog Julia haiv neeg, cov cuab yeej muaj zog heev rau Machine Learning thiab Artificial Intelligence.
7. ROV
Rust yog ib hom lus programming ntau lub ntsiab lus uas ua qhov tseem ceeb ntawm kev ceev, kev nyab xeeb, thiab kev sib txuam. Rust muaj cov syntax piv rau C ++, txawm hais tias nws tseem ceeb dua kev nco-kev nyab xeeb. Null pointers, dangling pointers, thiab data races tsis tso cai. Lub cim xeeb thiab lwm yam kev pabcuam raug siv los siv txoj hauv kev tshwj xeeb uas muaj kev tswj xyuas tau zoo nrog cov nyiaj siv ua haujlwm me me, tsis yog los ntawm kev sau cov khib nyiab tsis siv neeg.
Hauv StackOverflow qhov kev tshawb fawb tus tsim tawm txhua xyoo, cov lus qhib qhov programming tau muaj npe nrov tshaj plaws. Ntau lub lag luam IT siv Rust cov qauv hauv lawv cov haujlwm. Microsoft siv Rust cov hauv paus ntsiab lus hauv nws txoj haujlwm qhib Verona. Rust yog suav tias yog cov lus xeem rau kev nyab xeeb kev tsim kho vaj tse.
Rust yog ib hom lus nyuaj rau kev kawm vim nws xav tau kev nkag siab txog cov tswv yim ntawm cov phiaj xwm taw qhia. Nws muaj ib tug sluggish compiler thiab loj binary ntaub ntawv raws li tau zoo raws li. Tsuas muaj ob peb lub tsev qiv ntawv kawm tshuab tau tsim tawm hauv Rust. Txawm li cas los xij, ntau qhov kev sib txuas ua ke tshuab kev kawm lub moj khaum, xws li PyTorch lossis TensorFlow, muaj rau cov neeg tsim khoom.
8. lisp
Txij li thaum xyoo 1960, Lisp tau siv dav rau kev kawm tshawb fawb hauv cov kev qhuab qhia ntawm cov lus ntuj, cov ntaub ntawv pov thawj, thiab kev daws teeb meem ntawm Artificial Intelligence. Lisp yog thawj zaug tsim los ua ib hom lus siv lej rau kev ua haujlwm, tab sis nws tau dhau los ua qhov kev xaiv nrov ntawm AI developers.
Qhov tseem ceeb tshaj, tus tsim ntawm Lisp (John McCarthy) yog ib tus neeg tseem ceeb hauv kev ua haujlwm ntawm AI, thiab nws txoj haujlwm ntau tau siv rau lub sijhawm ntev.
Lub hom phiaj tseem ceeb ntawm kev tsim Lisp yog tsim kom muaj kev sawv cev ntawm lej hauv cov lej. Vim qhov txiaj ntsig zoo ntawm no, nws tau dhau los ua hom lus xaiv rau AI tshawb fawb. Ntau lub tswv yim hauv computer science, xws li recursion, ntoo cov ntaub ntawv qauv, thiab dynamic typing, tau tsim nyob rau hauv Lisp.
Lisp yog qhov ua tau zoo kawg thiab ua kom muaj kev ua tiav sai heev. Lisp cov kev pab cuam me me, tsim kom yooj yim dua, ua tau sai dua, thiab yooj yim los tswj dua C++ los yog Java daim ntaub ntawv.
9. Ntawv teev
Prolog, ib qho ntawm cov lus programming ntxov tshaj plaws, yog lub hauv paus ua haujlwm zoo uas ua haujlwm nrog peb lub ntsiab lus: qhov tseeb, cov cai, thiab lub hom phiaj. Tus tsim tawm yuav tsum txheeb xyuas tag nrho peb daim ua ntej Prolog tuaj yeem tsim kev sib raug zoo ntawm lawv kom ua tiav cov lus xaus los ntawm kev tshuaj xyuas qhov tseeb thiab cov cai.
Prolog muaj peev xwm nkag siab thiab sib piv cov qauv, nrhiav thiab teeb tsa cov ntaub ntawv logically, thiab cia li rov qab taug qab cov txheej txheem kom pom txoj hauv kev zoo dua. Zuag qhia tag nrho, daim ntawv thov zoo tshaj plaws ntawm cov lus no hauv AI yog rau kev daws teeb meem, qhov twg Prolog nrhiav kev daws teeb meem - lossis ob peb.
Yog li ntawd, nws yog siv hauv chatbots thiab virtual pab xws li IBM's Watson. Prolog yuav tsis muaj ntau haiv neeg lossis yooj yim siv li Python lossis Java, tsis tau nws yuav muaj txiaj ntsig zoo. Prolog tau siv los tsim ntau lub tsev qiv ntawv AI. Zamia-AI, piv txwv li, yog lub moj khaum uas muab cov khoom siv thiab cov cuab yeej rau kev txhim kho ntawm cov lus qhib thiab cov txheej txheem ua lus ntuj.
Prolog-based tshuab kev kawm pob khoom mlu, cplint, thiab cplint datasets kuj muaj txiaj ntsig zoo rau kev tsim kev txawj ntse.
xaus
Kev koom ua ke AI software rau hauv ib puag ncig kev lag luam uas twb muaj lawm yuav tsum tau siv ntau yam cov cuab yeej sau, xws li ntau hom lus, lub moj khaum, thiab cov tsev qiv ntawv. Cov thev naus laus zis no feem ntau xav tau qib siab tshaj plaws ntawm kev txawj ntse thiab kev txawj ntse.
Tag nrho cov lus hais saum toj no yog cov kev xaiv zoo tshaj plaws rau Artificial Intelligence tej yaam num. Nws tsuas yog ib qho teeb meem ntawm kev xaiv qhov project zoo tagnrho rau koj cov kev xav tau. Nrog rau kev nkag siab yooj yim ntawm qhov project, koj tuaj yeem xaiv cov lus uas tsim nyog tshaj plaws thiab ua kom koj lub tuam txhab ua haujlwm tau zoo. Hmoov zoo nrog koj qhov project AI tom ntej!
Sau ntawv cia Ncua