Overview
Iyo Lottery Tikiti Hypothesis inotaura kuti mukati mehombe, yakatangwa neural network inovanza diki diki - 'tiketi rekuhwina' - iro, rakadzidziswa rega kubva kune mamwe maremu ekutanga, rinogona kuenderana netiweki yakazara nekurongeka. Izvo zvine basa nekuti zvinoratidza kuti tiri kudzidzisa maparamita akawanda kupfuura atinoda chaizvo.
Lottery Tikiti Hypothesis inogara mukati meiyo AI toolkit. Paunonzwisisa, mamwe maAI misoro inova nyore kuongorora uye kuenzanisa.
Deep Dive
Yakakurudzirwa naJonathan Frankle naMichael Carbin kuMIT muna 2018, iyo hypothesis yakakura kubva mukuchekerera tsvagiridzo. Kazhinji iwe unogona kuchekerera network yakadzidziswa kudzika kusvika 10-20% yehuremu hwayo usingarasikirwe nemazvo, asi kudzidzisa iyo diki network kubva kutanga inotadza. Frankle naCarbin vakawana chikiribidi: chengetedza hukama huripo huremu hwekutanga. Iyo sparse subnetwork - tikiti rekuhwina - rinobva radzidzira kuzara chaiko mukuzviparadzanisa nevamwe, dzimwe nguva nekukurumidza kupfuura dense yepakutanga. Vakaona matikiti kuburikidza ne 'iterative magnitude pruning': chitima, chekerera huremu hudiki-hukuru, dzosera mamwe asara kune yawo yekutanga, uye dzokorora. Mhedzisiro yacho inoreva kuti dense overparameterization inonyanya kubatsira optimization kuwana yakanaka sparse chimiro, kwete kuti ese mauremu anodiwa ega.
Technical Insight
Iyo yakakosha maitiro ndeye iterative ukuru kuchekerera nekudzoreredza huremu: mushure mekudzidziswa, bvisa iyo yakaderera-ukuru huremu, dzorera maremu asara kune iwo ekutanga kutanga (kana yekutanga-yekudzidzira yekutarisa, kunatsa kunonzi 'kudzosera kumashure'), wozodzidzirazve. Iko kusanganiswa kweiyo sparse mask UYE kuenzanirana kwayo kwekutanga ndiko kunoita kuti tikiti 'rihwine' - kudzokorora masiki imwechete kunoparadza mhedzisiro.
Mastering Lottery Tikiti Hypothesis
Iyo Lottery Tikiti Hypothesis inotaura kuti mukati mehombe, yakatangwa neural network inovanza diki diki - 'tiketi rekuhwina' - iro, rakadzidziswa rega kubva kune mamwe maremu ekutanga, rinogona kuenderana netiweki yakazara nekurongeka. Izvo zvine basa nekuti zvinoratidza kuti tiri kudzidzisa maparamita akawanda kupfuura atinoda chaizvo. Lottery Tikiti Hypothesis inogara mukati meiyo AI toolkit. Paunonzwisisa, mamwe maAI misoro inova nyore kuongorora uye kuenzanisa. Kuti uvake kunzwisisa kwakadzama, bata Lottery Tiketi Hypothesis semuenzaniso wekushandisa, kwete chinhu chimwe chete: tsanangura zvaunoda mhedzisiro, kujekesa fungidziro, uye patsanura izvo zvinogona kuitwa nehurongwa hwakavimbika kubva kune zvichiri kuda kutonga kwenyanzvi.
Mukuita, zvikwata zvakasimba zvinoshandisa Lottery Tikiti Hypothesis zvinovaka akasimba epfungwa modhi kutanga, wozonyora iwo mamodheru kune chaiwo zvipingaidzo zvekugadzira. Ivo vanonyora zvakajeka maitiro ebudiriro, bvunzo vachipokana ne data rechokwadi uye mafambiro ebasa, uye iterate zvichibva pane zvakacherechedzwa maitiro ekutadza kwete kuhwina-nguva imwe chete yebhenji. Apa ndipo apo kunzwisisa kwe theoretical kunoshanduka kuve kugona kwakasimba pane chigadzirwa, mutemo, uye mashandiro.
Inokubatsira kuparadzanisa zvakajeka zvichemo zvehunyanzvi kubva mumutauro wekushambadzira. Panguva imwecheteyo, Zvikwata zvakasiyana zvinogona kushandisa izwi rimwechete zvakasiyana, saka tsanangura nzvimbo nekukasira. Nzira yakatsiga ndeyekubatanidza kukurumidza kuyedza nekutonga: mhanyisa vatyairi vendege, tora humbowo, buritsa matanda esarudzo, uye urambe uchivandudza chengetedzo semaitiro emuenzaniso, zvinotarisirwa nemushandisi, uye zvinodikanwa zvekutonga.
Strategic Impact
Inokubatsira kuparadzanisa zvakajeka zvichemo zvehunyanzvi kubva mumutauro wekushambadzira.
Inokubatsira kuparadzanisa zvakajeka zvichemo zvehunyanzvi kubva mumutauro wekushambadzira. Mukutumirwa kwemhando yepamusoro, izvi zvinoshandurirwa kuita mitemo inoyerwa yekushanda, miganhu yevaridzi, uye tsika dzekudzokorora dzinodzokororwa kuitira kuti zvikwata zvikwire kuvimba pane kukwidza kusajeka.
Iwe unogona kubvunza zvirinani kuita mibvunzo usati washandisa mari kana nguva.
Iwe unogona kubvunza zvirinani kuita mibvunzo usati washandisa mari kana nguva. Mukutumirwa kwemhando yepamusoro, izvi zvinoshandurirwa kuita mitemo inoyerwa yekushanda, miganhu yevaridzi, uye tsika dzekudzokorora dzinodzokororwa kuitira kuti zvikwata zvikwire kuvimba pane kukwidza kusajeka.
Zvikwata zvine nzwisiso yakagovaniswa inoita zvirinani chigadzirwa, mutemo, uye sarudzo dzekudzidza.
Zvikwata zvine nzwisiso yakagovaniswa inoita zvirinani chigadzirwa, mutemo, uye sarudzo dzekudzidza. Mukutumirwa kwemhando yepamusoro, izvi zvinoshandurirwa kuita mitemo inoyerwa yekushanda, miganhu yevaridzi, uye tsika dzekudzokorora dzinodzokororwa kuitira kuti zvikwata zvikwire kuvimba pane kukwidza kusajeka.
Real-World Implementation
Kudzvanya kirasi yemufananidzo muhombe kusvika pasi pe20% yehuremu hwayo hwekutumirwa pafoni uchichengeta chokwadi.
Kumhanyisa kudzidziswa nekuziva uye kudzidzisa chete mashoma anokunda subnetwork
Kudzidza kuchinjisa uremu nekushandisazve tikiti rinowanikwa pane imwe dhatabheti kusvetuka-kutanga kudzidziswa pane yakabatana
Kuderedza simba rekufungidzira uye ndangariro mumidziyo yemupendero nekutumira tikiti rekuhwina rakatemwa panzvimbo peiyo dense modhi.
Maitiro Ekuita
Lottery Tikiti Hypothesis mukuita
Kudzvanya kirasi yemufananidzo muhombe kusvika pasi pe20% yehuremu hwayo hwekutumirwa pafoni uchichengeta chokwadi.
Kudzvanya mufananidzo muhombe wekirasi kusvika pasi pe20% yehuremu hwayo kuti utumirwe parunhare uchichengeta chokwadi Matimu anowanzo kuwana mhedzisiro iri nani kana achinge atsanangura mhando yepamusoro kumberi, chengetedza nzira yekukwira kwevanhu yemakesi emupendero, uye kuteedzera zvese zvakawanikwa zvechigadzirwa uye kukanganisa mutengo nekufamba kwenguva.
Lottery Tikiti Hypothesis mukuita
Kumhanyisa kudzidziswa nekuziva uye kudzidzisa chete mashoma anokunda subnetwork.
Kumhanyisa kudzidziswa nekuona uye kudzidzisa chete vashoma vanohwina subnetwork Matimu anowanzo kuwana mhedzisiro iri nani kana vachitsanangudza zvemhando yepamusoro kumberi, chengetedza nzira yekukwira kwevanhu yemakesi ekumucheto, uye kuteedzera zvese zvakawanikwa zvechigadzirwa nemitengo yekukanganisa nekufamba kwenguva.
Lottery Tikiti Hypothesis mukuita
Kudzidza kuchinjisa uremu nekushandisazve tikiti rinowanikwa pane imwe dhatabheti kusvetuka-kutanga kudzidziswa pane yakabatana.
Kudzidza kuchinjisa uremu nekushandisazve tikiti rinowanikwa pane imwe dhata kusvetuka-kutanga kudzidziswa pane yakabatana Matimu anowanzo kuwana mhedzisiro iri nani kana achinge atsanangura emhando yepamusoro kumberi, chengetedza nzira yekukwira kwevanhu yemakesi ekumucheto, uye kuteedzera zvese zvakawanikwa zvechigadzirwa uye mutengo wekukanganisa nekufamba kwenguva.
Lottery Tikiti Hypothesis mukuita
Kudzikisa simba rekufungidzira uye ndangariro mumidziyo yemupendero nekutumira tikiti rekuhwina rakatemwa pachinzvimbo cheiyo dense modhi.
Kuderedza simba rekufungidzira uye ndangariro mumidziyo yemupendero nekutumira tikiti rekuhwina rakachekwa panzvimbo peiyo dense modhi Matimu anowanzo kuwana mhedzisiro iri nani kana achinge atsanangura emhando yepamusoro kumberi, chengetedza nzira yekukwira kwevanhu yemakesi ekumucheto, uye kuteedzera zvese zvakawanikwa zvechigadzirwa uye mutengo wekukanganisa nekufamba kwenguva.
Njodzi & Guardrails
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.
Implementation Roadmap
Tanga netsanangudzo yemutauro wakajeka yemhedzisiro yaunoda.
Tanga netsanangudzo yemutauro wakajeka yemhedzisiro yaunoda. Bata nhanho yega yega segedhi rehumbowo: kana maitiro asina kusangana, imbomira kuburitsa, vhara gaka, uye wobva wawedzera kushandiswa.
Sarudza metric imwe yekubudirira uye imwe yekutadza mamiriro usati waedzwa.
Sarudza metric imwe yekubudirira uye imwe yekutadza mamiriro usati waedzwa. Bata nhanho yega yega segedhi rehumbowo: kana maitiro asina kusangana, imbomira kuburitsa, vhara gaka, uye wobva wawedzera kushandiswa.
Mhanya mutyairi mudiki ane data remumiriri, kwete demo rakakwenenzverwa.
Mhanya mutyairi mudiki ane data remumiriri, kwete demo rakakwenenzverwa. Bata nhanho yega yega segedhi rehumbowo: kana maitiro asina kusangana, imbomira kuburitsa, vhara gaka, uye wobva wawedzera kushandiswa.
Chinyorwa uko Lottery Tikiti Hypothesis inobatsira uye uko nzira dzakareruka dziri nani.
Chinyorwa uko Lottery Tikiti Hypothesis inobatsira uye uko nzira dzakareruka dziri nani. Bata nhanho yega yega segedhi rehumbowo: kana maitiro asina kusangana, imbomira kuburitsa, vhara gaka, uye wobva wawedzera kushandiswa.