Basics GUIDE
AI Models Inotsanangurwa
Muchina-wekudzidza modhi isystem yemasvomhu inoburitsa zvinopinda kune zvinobuda uchishandisa chimiro uye yakadzidzwa paramita.
Teerera kugwaro iriAI-yakarondedzerwa · ~2 min
Pa peji ino2 min verenga
Pfupiso
Chigadzirwa chakazara cheAI chinosanganisirawo kugadzirisa data, nzvimbo dzinopindirana, kudzosa, maturusi, uye mitemo yekushandisa. Zita remuenzaniso chete haritsananguri chigadzirwa ichocho chose.
Zvakakosha zvinobuda
- Iparadzanisa muenzaniso kubva kune chigadzirwa chakakomberedza.
- Siyanisa zvakadzidzwa parameters kubva pakudzidziswa marongero.
- Sarudza uchishandisa zvimhingamipinyi zvekushandisa uye kuyerwa zvikanganiso.
Kudzika Kwakadzika
Mhando dzakasiyana dzinomiririra marudzi akasiyana ehukama. Mutsara modhi unobatanidza huremu hwezvinhu. Muti wesarudzo unotevera kupatsanurwa kwakadzidzwa. A neural network inosanganisa parameterized shanduko mumatanho. Kusarudza pakati pavo kunoenderana nedambudziko, mienzaniso iripo, computational miganhu, uye rudzi rwetsananguro inodiwa nevashandisi. Kudzidzira kunosarudza parameter values. Hyperparameters, yakadai semuganhu wakadzika-muti kana chiyero chekudzidza, inotonga nzira yekudzidza kana chimiro chemuenzaniso uye inowanzosarudzwa kuburikidza nekusimbiswa. Kuvhiringa zviviri izvi kunoita kuti zviedzo zviome kubereka. Iyo nheyo modhi inogona kuchinjirwa kune akawanda mabasa, asi iyo kuchinjika haibvisi zvinodikanwa zvekuongorora. Kukurudzira, kunyatsogadzirisa, uye kudzoreredza zvinoshandura zvikamu zvakasiyana zvehurongwa. Gwaro rakadzoserwa rinogona kugadzirisa humbowo huripo pasina kuchinja huremu; kunyatsogadzirisa kunoshandura huremu pasina kuvimbisa ruzivo rwazvino. Enzanisa vamiriri pane yakatarwa seti yevamiriri vezvipo. Rekodha zvikanganiso, latency, ndangariro, uye kutadza kubata, kwete chete leaderboard mamakisi. Sarudze sarudzo iri nyore inosangana nezvinodiwa zvebasa. Paunenge uchichinja vhezheni yemuenzaniso, dzokorora kuenzanisa nekuti nzvimbo dzekutarisana dzinogona kuramba dzakagadzikana apo maitiro achichinja.
04Muenzaniso wakashanda
Sarudza kune basa rakatsanangurwa
Ngatitii timu inoda kunyora magwaro mukati me100 ms. Mune bvunzo yekuenzanisira, modhi A inosvika 92% kunyatsoita pa30 ms uye modhi B inosvika 94% pa400 ms.
Ongorora zvikanganiso zvemhando mbiri uye kana iwo ekuwedzera echokwadi mavara ane basa zvakakwana kuti uchinje iyo latency inodiwa.
Kana 100 ms iri chirambidzo chakasimba uye modhi A inosangana nekushivirira kukanganisa, ndiyo inogoneka mumiriri weiyi kutumirwa.
Zvazvinoratidza
Kuenzanisa kwakagadzirwa kunoratidza sarudzo-yakanangana nebasa, kwete chinzvimbo chemhuri dzemhando.
Kuitwa muNyika yeChokwadi
Shandisa mutsara modhi sehwaro hwekufungidzira kwenhamba.
Enzanisa diki classifier uye generative modhi pane imwecheteyo gwaro-labeling basa.
Kuzvishandisa
Nei zvichikosha
- Sarudzo dzakajeka. Inokubatsira kuparadzanisa zvakajeka zvichemo zvehunyanzvi kubva mumutauro wekushambadzira.
- Mutengo uye bhajeti. Iwe unogona kubvunza zvirinani kuita mibvunzo usati washandisa mari kana nguva.
- Team uye workflow. Zvikwata zvine nzwisiso yakagovaniswa inoita zvirinani chigadzirwa, mutemo, uye sarudzo dzekudzidza.
Chenjera
- Zvikwata zvakasiyana zvinogona kushandisa izwi rimwechete zvakasiyana, saka tsanangura nzvimbo nekukurumidza.
- Benchmarks inogona kutaridzika yakasimba nepo chaiyo-yenyika kuita isina kuenzana.
- Kuregeredza mhando yedata uye zvirongwa zvekuongorora zvinowanzogadzira mhedzisiro isina kusimba.
Matanho anotevera
- Tanga netsanangudzo yemutauro wakajeka yemhedzisiro yaunoda.
- Sarudza metric imwe yekubudirira uye imwe yekutadza mamiriro usati waedzwa.
- Mhanya mutyairi mudiki ane data remumiriri, kwete demo rakakwenenzverwa.
- Gwaro uko AI Models Inotsanangurwa inobatsira uye uko nzira dzakareruka dziri nani.
Sources uye kuwedzera kuverenga
- scikit-learnYakarongedzwa yekudzidza mushandisi gwara
Ramba Uchiongorora
Tsamba yemahara
Tora iyo yemazuva ese AI pfupiso
Nhatu dzakasimbiswa dzeAI nyaya mangwanani ega ega pakati pevhiki, dzakanyorwa neChirungu chakajeka. Yemahara zvachose, hapana ads.
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Zviedze iwe pachako
Take the AI Models Explained quiz
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Tsigira dzidzo yemahara yeAI. AI Understanding ndeye 501(c)(3) isingabatsiri - hapana ads, hapana paywall, zvachose. Ita chipo
Mibvunzo inowanzo bvunzwa
Iyo yakakura modhi ndiyo yakanakisa sarudzo here?
Kwete hazvo. Iyo diki kana yakapusa modhi inogona kuzadzisa zvirinani kumhanya kwebasa, ndangariro, kuvimbika, uye kugadzirisa zvinodiwa.
Ramba uchidzidza
Mazano anoenderana
Mamwe madhairekitori akasarudzirwa nyaya iyi