Hindura amakuru yamakuru
vectorizer = TfidfVectorizer () gariyamoshi = ibice byerekanwa test_vectors = vectorizer.hindura (test_tokens)
Hugura icyiciro cya Naive Bayes
classifier = MultinomialNB () ibyiciro.bikwiye (gari ya moshi
Kora ubuhanuzi kumibare yikizamini
guhanura = gushyira mu byiciro.teganya (test_vectors)
Suzuma icyitegererezo
ubunyangamugayo = ubunyangamugayo_ibizamini (test_data ['label'], guhanura) icapiro (f'Amakuru: {ukuri: .2f} ') `` ` Uru rugero rwimyandikire yerekana ikiganiro cyoroshye cya AI ikoresha chatbot ikoresha gutunganya ururimi karemano (NLP) hamwe no kwiga imashini gutondekanya amakuru mubyiciro bitandukanye.
Kubona amashusho: Igishushanyo mbonera cya sisitemu
Dore igishushanyo mbonera cya sisitemu yerekana ihuriro rya AI hamwe na software yubatswe:
imbonerahamwe { "ubwoko": "igishushanyo", "amakuru": { "node": [ { "id": "AI", "label": "Ubwenge bwa artificiel", "ibara": "# ff0000" }, { "id": "Porogaramu", "label": "Ubwubatsi bwa software", "ibara": "# 00ff00" }, { "id": "Imyumvire", "label": "Imyumvire", "ibara": "# 0000ff" }, { "id": "Kumenya", "label": "Kumenya", "ibara": "# ff00ff" }, { "id": "Igikorwa", "label": "Igikorwa", "ibara": "# 00ffff" }, { "id": "Igitekerezo", "label": "Igitekerezo", "ibara": "# ffff00" }, { "id": "Kwishyira ukizana", "label": "Kwishyira ukizana", "ibara": "# ff9900" }, { "id": "Ubwihindurize", "label": "Ubwihindurize", "ibara": "# ffcc00" } ], "impande": [ { "isoko": "AI", "intego": "Imyumvire" }, { "isoko": "AI", "intego": "Kumenya" }, { "isoko": "AI", "intego": "Igikorwa" }, { "isoko": "AI", "intego": "Igitekerezo" }, { "isoko": "AI", "intego": "Kwishyira ukizana" }, { "isoko": "AI", "intego": "Ubwihindurize" }, { "isoko": "Porogaramu", "intego": "AI" }, { "isoko": "Porogaramu", "intego": "Imyumvire" }, { "isoko": "Porogaramu", "intego": "Kumenya" }, { "isoko": "Porogaramu", "intego": "Igikorwa" }, { "isoko": "Porogaramu", "intego": "Igitekerezo" }, { "isoko": "Porogaramu", "intego": "Kwishyira ukizana" }, { "isoko": "Porogaramu", "intego": "Ubwihindurize" } ] } } `
Iki gishushanyo cyerekana ihuriro rya AI hamwe nububiko bwa software, byerekana uburyo butandatu bukorana bwa AI nubusabane bwabo nububiko bwa software.
Umwanzuro
Ihuriro rya AI hamwe nububiko bwa software byatumye habaho paradizo nshya mugushushanya sisitemu, aho ubushobozi bwubwenge bugaragara bukoreshwa mugutezimbere imikorere no guhuza n'imikorere. Mugukoresha ingamba zitandukanye zo gushyira mubikorwa tekiniki, zirimo igishushanyo mbonera, ibyubatswe-byubatswe, ibyubatswe-bishingiye kuri serivisi, gukwirakwiza sisitemu, kwiga imashini, hamwe na sisitemu ikora, abubatsi ba software barashobora gukora sisitemu ifungura ubushobozi bwuzuye bwa AI. Mugihe tekinoroji ya AI ikomeje gutera imbere, abubatsi ba software bagomba guhuza ingamba zabo zo guhuza kugirango bahuze neza ibice bya AI kandi bafungure ubushobozi bwabo bwuzuye.
Reba
- [1] Russell, S. J., & Norvig, P. (2010). Ubwenge bwa gihanga: Uburyo bugezweho. Inzu y'ibicuruzwa.
- [2] Sutton, R. S., & Barto, A. G. (2018). Kwiga gushimangira: Intangiriro. MIT Itangazamakuru.
- [3] Mitchell, T. M. (1997). Kwiga imashini. McGraw-Hill.
- [4] Wiggins, G. (2013). Ubuhanga bwo gushushanya umukino: Igitabo cyinzira. Abagenzi bashya.
- [5] Kaelbling, L. P., Littman, M. L., & Moore, A. W. (1996). Kwiga gushimangira: Ubushakashatsi. Ikinyamakuru cyubushakashatsi bwubwenge, 4, 237-285.