Kala saar xogta qoraalka
vectorizer = TfidfVectorizer () train_vectors = vectorizer.fit_transform(tareen_tokens) test_vectors = vectorizer.transform
Tababar Naive Bayes classifier
kala saar = MultinomialNB() classifier.fit (train_vectors, train_data['calam'])
Saadaasha ku samee xogta tijaabada
saadaasha = classifier.predict(tijaabada_vectors)
Qiimee qaabka
saxsanaanta = saxnaanta_score (xogta_tijaabada ['calaamada'], saadaalin) daabac (f'Saxan: {sax:.2f}') `` Tusaalaha koodkan waxa uu muujinayaa chatbot fudud oo AI ku shaqeeya oo adeegsata habaynta luqadda dabiiciga ah (NLP) iyo barashada mashiinka si loo kala saaro xogta qoraalka qaybo kala duwan.
Muuqaalka: Sawirka Qaabdhismeedka Nidaamka
Halkan waxaa ah jaantuska qaab dhismeedka nidaamka oo muujinaya isgoyska AI iyo qaab dhismeedka software:
shaxda { "type": "garaafka", "xogta": { "nodes": [ { "id": "AI", "label": "Aqoonsiga macmal", "midabka": "#ff0000" }, { "id": "Software", "label": "Nashqada Software", "midabka": "#00ff00" }, { "id": "Aragti", "label": "Aragti", "midabka": "#0000ff" }, { "id": "Aqoonsiga", "label": "Cognition", "midabka": "#ff00ff" }, { "id": "Ficil", "label": "Ficil", "midabka": "#00ffff" }, { "id": "Rece celin", "label": "Rece celin", "midabka": "#ffff00" }, { "id": "Is-abaabulka", "label": "Is-abaabulka", "midabka": "#ff9900" }, { "id": "Evolution", "label": "Evolution", "midabka": "#ffcc00" } ], "gees": [ { "source": "AI", "target": "Aragtida" }, { "source": "AI", "target": "Garaadka" }, { "source": "AI", "target": "Ficil" }, { "source": "AI", "target": "Rece celin" }, { "source": "AI", "target": "Is-abaabulka" }, { "source": "AI", "target": "Evolution" }, { "source": "Software", "target": "AI" }, { "source": "Software", "target": "Aragtida" }, { "source": "Software", "target": "Garaadka" }, { "source": "Software", "target": "Ficil" }, { "source": "Software", "target": "Rece celin" }, { "source": "Software", "target": "Is-abaabulka" }, { "source": "Software", "target": "Evolution" } ] } }
Jaantuskani waxa uu muujinayaa isgoysyada AI iyo qaab dhismeedka software, isaga oo muujinaya lixda hab ee isdhexgalka ee AI iyo cilaaqaadka ay la leeyihiin qaab dhismeedka software.
Gabagabo
Is-goysyada AI iyo qaab-dhismeedka software-ka ayaa kor u qaaday hannaan cusub oo qaabaynta nidaamka, halkaas oo awoodaha sirdoonka ee degdega ah la faa'iidaysto si kor loogu qaado waxqabadka nidaamka iyo la qabsiga. Iyadoo la qaadanayo istiraatiijiyado farsamo oo kala duwan oo ay ka mid yihiin nakhshad qaabaysan, naqshad-dhisme dhacdo ku jihaysan, qaab dhismeedka adeegga ku jihaysan, nidaamyada qaybsan, barashada mashiinka, iyo hababka falcelinta, naqshadeeyayaasha software waxay naqshadayn karaan habab furaya awoodda buuxda ee AI. Maaddaama teknoolojiyadda AI ay sii wadaan inay horumariyaan, naqshadeeyayaasha software waa inay la qabsadaan xeeladahooda naqshadeynta si ay si wax ku ool ah isugu daraan qaybaha AI oo ay u furaan awoodooda buuxda.
Tixraacyo
- [1] Russell, S. J., & Norvig, P. (2010). Sirdoonka Artificial: Hab casri ah. Prentice Hall.
- [2] Sutton, R. S., & Barto, A. G. (2018). Waxbarashada xoojinta: Hordhac. MIT Press.
- [3] Mitchell, T. M. (1997). Barashada mashiinka. McGraw-Hill.
- [4] Wiggins, G. (2013). Farshaxanka naqshadeynta ciyaarta: Buugga muraayadaha. Rakaab Cusub.
- [5] Kaelbling, L.P., Littman, M. L., & Moore, A.W. (1996). Xoojinta barashada: Sahan. Joornaalka Cilmi-baarista Sirdoonka Artificial, 4, 237-285.