ai ku bukungu

AI mu bukungu - Amahitamo meza

Ishuri rya Graduate. Ndacyibuka iki kizamini kimwe aho net yanjye y'imitsi yatsinze moderi yanjye yo gusubira inyuma ku kigero cya 20%. Nta gusetsa - nari maze ibyumweru byinshi nkora amasomo y'ubukungu n'ibitabo byinshi by'ishuri. Icyo gihe? Itara. Ubuhanga bwo gukora ibintu mu buryo bw'ubwenge burushaho kwiyongera iyo ingorane zibaye mbi - iyo ibintu bitazwi, imyitwarire, n'akajagari k'imiterere birundanyije.

  • Kumenya imiterere : Gushakisha mu nyanja nyinshi ibintu bitandukanye no gusanga abahanga mu by'ubukungu bakeneye ikawa igihumbi kugira ngo bamenye [1].

  • Igogora ry'amakuru : Ibagirwa ibintu bihinduka mu gutoranya intoki - moteri za ML zirya buffet yose [1].

  • Isesengura ritari ry'umurongo : Ntizihumbya iyo impamvu n'ingaruka bizinze. Ingaruka z'umupaka? Kudahuza? Barabyumva [2].

  • Kwikora : Ubumaji bw'imiyoboro. Gusukura, gutoza, gutunganya - ni nko kugira abanyeshuri bimenyereza umwuga badasinzira.

Birumvikana ko tukiri kode y'isoko y'ibanga. Ibigisha nabi, kandi imenya nabi. Iyo emoji irabyibaza? Birakwiye. 😉

Ingingo ushobora gukunda gusoma nyuma y'iyi:

🔗 Akazi Atari ashoboye gusimbuza kandi kazasimbura
isesengura mpuzamahanga ry’ingaruka AI igira ku mirimo iriho ubu n’iy’ejo hazaza.

🔗 AI nziza cyane ku bibazo by'imari
Ibikoresho byiza cyane bya AI bitanga ubumenyi bw'imari bugezweho kandi bufatika.

🔗 Ibikoresho byo guteganya ibyifuzo hakoreshejwe ubuhanga bwa AI ku ngamba z'ubucuruzi
Ibikoresho bifasha ubucuruzi guhanura ibyifuzo no gutegura ingamba neza.

Imbonerahamwe yo kugereranya: Ibikoresho bya AI mu bukungu

Igikoresho / Urubuga Ni uwa nde? Igiciro Impamvu Ikora / Inyandiko
Impuguke mu by'ubukungu (AI) (Salesforce) Abashushanya politiki Ubuntu (inkomoko ifunguye) RL igerageza kandi ikora amakosa mu nzira yabo yo kugera kuri gahunda nziza z'imisoro [3]
H2O.ai Abahanga mu bya siyansi n'abasesenguzi b'amakuru $$$ (biratandukanye) Gukurura no kujugunya bihuye n'ibisobanuro - uburyo bwiza bwo guhuza
Google AutoML Amashuri makuru, ibigo bishya Hagati mu ntera Ukanze, birakiga. ML yuzuye, kode-optional ML
Agasanduku k'Ibikoresho by'Ubukungu (MATLAB) Abashakashatsi n'abanyeshuri $$ Ishuri rya kera rihura n'ubuhanga bwo gukora imibonano mpuzabitsina (AI) - uburyo bwo guhuza imyitozo burakirwa
Moderi za GPT za OpenAI Ikoreshwa muri rusange Freemium Shyira mu ncamake. Wigane. Gerageza impaka ku mpande zombi z'ikiganiro.
EconML (Microsoft) Abashakashatsi bashyizweho Ubuntu Igikoresho cyo kumenya impamvu gifite amenyo akomeye

Gutegura Imideli Bihinduka 🧠

Regression yagize ibihe byiza. Ariko ni mu 2025, kandi:

  • Imbuga z'imitsi ubu zikora impinduka mu bukungu nk'aho ari abasurufu b'imigezi - bateganya izamuka ry'ibiciro ku gihe kidasanzwe [2].

  • Imiyoboro ya NLP icukura Reddit na Reuters kugira ngo ibone abaguzi bashya ubwoba n'amarangamutima ahishe.

  • Imiterere ishingiye ku bakozi ntibatekereza ko - bagerageza buri kimwe cyose cyaba gihari, bayobora sosiyete zose muri silico.

Ingaruka? Kugabanuka kwa 25% mu guteganya ibintu byagabanutse, bitewe n'ukora ibipimo [2]. Gutekereza bike. Ahazaza hafite ishingiro.

Ubukungu bw'Imyitwarire Buhura n'Inyigisho z'Imashini

Aha niho ibintu biba… bidasanzwe. Ariko biratangaje cyane.

  • Imiterere idasobanutse : Amatsinda agaragara iyo abaguzi bitwaye nk'abantu.

  • Umunaniro wo gufata ibyemezo : Uko umuntu amara igihe kinini agura, ni ko amahitamo ye aba mabi kurushaho. Abakinnyi b'indorerezi bagaragaza uko ibintu bihinduka.

  • Udusanduku twa micro-macro : Ugura ikawa? Ni amakuru. Kandi ni ryari ikusanyirijwe hamwe? Ibimenyetso bya mbere - bivuga cyane.

Hanyuma hariho ibiciro bihindagurika - aho igikapu cyawe cyo guhaha gihinduka ku isegonda. Biteye ubwoba? Wenda. Ariko birakora.

Ubuhanga mu by'ubwenge (AI) mu gushushanya politiki y'ubukungu

Uburyo bwo gukora igenamigambi ntabwo bukigaragara mu bitabo by'ibanga.

“Ibidukikije by’ubukungu bwa AI byize politiki z’imisoro zigenda zitera imbere zazamuye uburinganire n’umusaruro ku kigero cya 16% ugereranije n’ishingiro rihoraho” [3].

Mu Cyongereza cyumvikana: algorithms yakinnye na za guverinoma za sandbox - kandi yasohoye uburyo bwiza bwo gushyiraho imisoro. Ingengo y'imari iracyahari. Ariko ubu ushobora gukoresha politiki y'icyitegererezo mu buryo bwa kode mbere yo kuyishyira ahagaragara ku bukungu nyabwo.

Porogaramu z'Ubukungu bw'Isi Nyayo 🌍

Nta na kimwe muri ibi ari vaporware. Irimo gukwirakwira - bucece, neza, ahantu hose:

  • Banki nkuru zikoresha uburyo bwo guhangayika bushingiye kuri ML kugira ngo zisuzume ibibazo by’imari mbere yuko byaguka [2].

  • Abacuruzi bagabanya ibiciro by’ibicuruzwa byangiritse bakoresheje uburyo bwo kongera gukusanya ibicuruzwa mbere y’uko bigurishwa [4].

  • Abatanga amanota ku nguzanyo bashakisha andi makuru (tekereza kuri fagitire yawe ya terefone) kugira ngo bafungurire abantu benshi amahirwe yo kubona inguzanyo.

  • Abasesenguzi b'umurimo bareba uko akazi gakorwa nk'abantu badafite ubumenyi buhagije kugira ngo birinde ibura ry'ubumenyi.

Ntabwo ari ibintu bizongera kubaho. Ni ubu.

Inzitizi n'amahame mbwirizamuco ya za mine

Igihe kirageze cyo kubona ibintu bishya bifatika:

  • Kurushaho gutandukanya amakuru : Niba amakuru yawe ari mabi, ibyo wahanuye nabyo ni bibi cyane. Kandi ikiruta byose ni uko bishobora gupimwa [5].

  • Ubushobozi bwo gusobanuka : Ntushobora kubisobanura? Ntubishyire ahagaragara. Guhamagara abantu benshi bisaba ko habaho umucyo.

  • Imikino y'amakimbirane : Bots zikina moderi yawe nk'ikinamico? Yego, ni ibyago.

Yego rero, amahame mbwirizamuco si filozofiya gusa - ni ibikorwa remezo. Inyubako zo kurinda umutekano ni ingenzi.

Uburyo bwo gutangira gukoresha ubuhanga bwo gutekereza ku bintu byanduye (AI) mu kazi kawe k'ubukungu

Ntabwo ukeneye impamyabumenyi y'ikirenga cyangwa inshinge y'imitsi. Gusa:

  1. Humura ukoresheje Python - pandas, scikit-learn, TensorFlow. Ni bo bakinnyi bakomeye (MVPs) nyabo.

  2. Gushakisha ahantu hafunguye amakuru - Kaggle, IMF, Banki y'Isi. Harimo zahabu.

  3. Tinker mu bitabo byo mu rugo - Google Colab ni ikibuga cyawe cyo gukiniramo kidashyirwaho.

  4. Kurikira abatekereza - X (ugh, yahoze ari Twitter) na Substack bafite amakarita y'ubutunzi.

Ndetse n'umuntu ukoresha ikoranabuhanga rya Reddit-sentiment parser ashobora kukubwira ikintu Bloomberg terminal itazakora.

Ejo hazaza ni nk'aho hazabaho ibizaza, ntabwo ari heza cyane

Ubuhanga bwo gukora imibonano mpuzabitsina (AI) si igitangaza. Ariko se mu maboko y'umuhanga mu by'ubukungu ufite amatsiko? Ni igikoresho cyo kumenya ibintu bishya, kureba kure, no kwihuta. Huza ubushishozi n'ubushobozi bwo kubara, kandi ntukibaza - urimo ubyiteze.

📉📈

Shaka ubuhanga bwa AI bugezweho mu iduka ryemewe rya AI Assistant Store

Ku bijyanye natwe

Amareferensi

  1. Mullainathan, S. & Spiess, J. (2017). Kwiga imashini: Uburyo bw'ubukungu bukoreshwa . Ikinyamakuru cy'Ubukungu , 31 (2), 87–106. Isano

  2. Majithia, C. & Doyle, B. (2020). Uburyo AI yahindura iteganyagihe ry'ubukungu . IMF . Isano

  3. Wu, J., Jiang, X., & Leahy, K. (2020). Impuguke mu by'ubukungu bwa AI: Kunoza Uburinganire n'Umusaruro hakoreshejwe Politiki z'Imisoro zishingiye kuri AI . NeurIPS . Isano

  4. McKinsey & Company. (2021). Uburyo AI irimo gukemura ibibazo by'ubucuruzi mu bijyanye n'ibikoresho . Isano

  5. Angwin, J., Larson, J., Kirchner, L., & Mattu, S. (2016). Imashini ibogamye . Yamamoto . Ihuza

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