Overview
Teerera, Teerera uye Spell (LAS) inzvimbo ye2015 neural network inonyora mutauro zvakananga mumabhii, isina duramazwi rakagadzirwa nemaoko kana modhi yemutauro wakasiyana. Yakaratidza kuti imwe chete-yekupedzisira-yekupedzisira modhi inogona kuita kutaurwa kwekutaura.
Teerera Teerera uye Spell inogara muodhiyo-AI workflows inoshandura kutaura, mimhanzi, uye ruzha rwekutaurirana, kuwanikwa, uye kugadzirwa kwenhau.
Deep Dive
Teerera, Teerera uye Spell, yakaunzwa ne Google vatsvakurudzi Chan, Jaitly, Le, uye Vinyals muna 2015, akanga ari mumwe wevakatanga kuziva kutaura-kuguma-kumagumo. Iine zvikamu zviviri: 'Mutereri,' pyramidal bidirectional LSTM inokodha iyoodhiyo ichidzoreredza chiyero chenguva, uye 'Speller,' inotarisisa-yakavakirwa LSTM decoder inoburitsa mavara rimwe panguva. Iyo yekutarisisa michina inoita kuti Speller atarise pane yakakodzera chidimbu cheaudio kune yega yega inobuda tsamba. Kusiyana nemapaipi ekare eHMM-DNN, LAS haidi duramazwi refoni, hapana kurongeka kwekumanikidzwa, uye hapana yakadzidziswa yakadzidziswa modhi yemutauro; inodzidza zviperengo, miganhu yemazwi, uye acoustics zvakabatana kubva kune akanyorwa odhiyo. Yakafuridzira zvakananga kutevedzana-kune-kutevedzana kwemazuva ano uye kutarisa-kwakavakirwa ASR masisitimu.
Technical Insight
LAS inosanganisa encoder-decoder ine hanya. Iyo pyramidal LSTM encoder inopedza hafu yekugadzirisa nguva pane imwe neimwe yezvikamu zvitatu, ichicheka kureba acoustic kutevedzana kuita hurefu hunogoneka kuti kutarisisa kugoneke. Panhanho yega yega yekudhirodha Speller inokokorodza huremu hwekutarisisa pamusoro pese encoder nyika, inoasanganisa kuita vheti yemamiriro, uye anofanotaura hunhu hunotevera. Kudzidzira kunowedzera mukana wekutevedzana kwemavara; yakarongwa-sampling trick inoderedza chitima/bvunzo kusawirirana.
Kugona Teerera Enda uye Chiperengo
Teerera, Teerera uye Spell (LAS) inzvimbo ye2015 neural network inonyora mutauro zvakananga mumabhii, isina duramazwi rakagadzirwa nemaoko kana modhi yemutauro wakasiyana. Yakaratidza kuti imwe chete-yekupedzisira-yekupedzisira modhi inogona kuita kutaurwa kwekutaura. Teerera Teerera uye Spell inogara muodhiyo-AI workflows inoshandura kutaura, mimhanzi, uye ruzha rwekutaurirana, kuwanikwa, uye kugadzirwa kwenhau. Kuti uvake kunzwisisa kwakadzama, bata Teerera uye Spell semuenzaniso wekushandisa, kwete chinhu chimwe chete: tsanangura zvinodiwa, jekesa fungidziro, uye patsanura zvinogona kuitwa nehurongwa hwakavimbika kubva pane zvichiri kuda kutonga kwenyanzvi.
Mukuita, zvikwata zvakasimba zvinoshandisa Teerera Huya uye Chiperengo zvinobata mhando, latency, uye mvumo sezvikamu zvakakosha zvakaenzana zvehurongwa hwekuendesa. 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.
Inonatsiridza kusvikika kuburikidza nekunyora, kurondedzera, uye mazwi ekubatanidza. Panguva imwecheteyo, kusashandiswa kweIzwi zvisizvo uye njodzi dzekuedzesera dzinowedzera kana chibvumirano chisipo. 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
Inonatsiridza kusvikika kuburikidza nekunyora, kurondedzera, uye mazwi ekubatanidza.
Inonatsiridza kusvikika kuburikidza nekunyora, kurondedzera, uye mazwi ekubatanidza. Mukutumirwa kwemhando yepamusoro, izvi zvinoshandurirwa kuita mitemo inoyerwa yekushanda, miganhu yevaridzi, uye tsika dzekudzokorora dzinodzokororwa kuitira kuti zvikwata zvikwire kuvimba pane kukwidza kusajeka.
Zvikwata zveMedia zvinogona kutumira odhiyo yakakwenenzverwa nekukurumidza nemabhajeti madiki.
Zvikwata zveMedia zvinogona kutumira odhiyo yakakwenenzverwa nekukurumidza nemabhajeti madiki. Mukutumirwa kwemhando yepamusoro, izvi zvinoshandurirwa kuita mitemo inoyerwa yekushanda, miganhu yevaridzi, uye tsika dzekudzokorora dzinodzokororwa kuitira kuti zvikwata zvikwire kuvimba pane kukwidza kusajeka.
Masisitimu anotarisana nevatengi anogona kugadzirisa kutaurirana kwekutaura pamwero mukuru.
Masisitimu anotarisana nevatengi anogona kugadzirisa kutaurirana kwekutaura pamwero mukuru. 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
Kunyora Chirungu chinotaurwa zvakananga mumabhii pasina duramanzwi
Kushanda sehwaro hwepfungwa hwekutarisisa-kwakavakirwa izwi diction uye captioning masisitimu
Kuratidza kudzidziswa kwekupedzisira-kusvika-kumagumo kwezvidzidzo zvekutaura-kuzivikanwa kosi uye mabhenji
Mamodheru anokurudzira kutevedzana-kune-nhevedzano akazoshandiswa mukududzira matauriro
Maitiro Ekuita
Teerera Huya uye Chiperengo uchidzidzira
Kunyora Chirungu chinotaurwa zvakananga mumabhii pasina duramanzwi.
Kunyora Chirungu chinotaurwa zvakananga mumabhii pasina dudziro yeduramazwi Matimu anowanzo kuwana mibairo iri nani kana vachitsanangudza zvikumbaridzo zvemhando yepamusoro kumberi, chengetedza nzira yekukwira kwevanhu yemakesi emupendero, uye kuronda zvese zvakawanikwa zvechigadzirwa nemitengo yekukanganisa nekufamba kwenguva.
Teerera Huya uye Chiperengo uchidzidzira
Kushanda sehwaro hwepfungwa hwekutarisisa-kwakavakirwa izwi diction uye captioning masisitimu.
Kushanda sehwaro hwekutarisisa-kwakavakirwa izwi diction uye captioning masisitimu Matimu anowanzo kuwana mhedzisiro iri nani kana achinge atsanangura emhando yepamusoro kumberi, chengetedza nzira yekukwira kwevanhu yemakesi ekumucheto, uye kuteedzera zvese zvakawanikwa zvechigadzirwa nemitengo yekukanganisa nekufamba kwenguva.
Teerera Huya uye Chiperengo uchidzidzira
Kuratidza kudzidziswa kwekupedzisira-kusvika-kumagumo kwezvidzidzo zvekutaura-kuzivikanwa kosi uye mabhenji.
Kuratidza kudzidziswa kwekupedzisira-kusvika-kumagumo kwedzidzo yekudzidzira kutaura-kuzivikanwa kosi uye mabhenji Matimu anowanzo kuwana mhedzisiro iri nani kana achinge atsanangura hunhu hwepamberi, chengetedza nzira yekukwira kwevanhu yemakesi ekumucheto, uye kuteedzera zvese zvakawanikwa zvechigadzirwa uye mutengo wekukanganisa nekufamba kwenguva.
Teerera Huya uye Chiperengo uchidzidzira
Mamodheru anokurudzira kutevedzana-kune-nhevedzano akazoshandiswa mukududzira matauriro.
Inokurudzira kutevedzana-kune-kutevedzana modhi dzinozoshandiswa mumapaipi eshanduro yekutaura Matimu anowanzo kuwana mhedzisiro iri nani kana achinge atsanangura mhando yepamusoro kumberi, chengetedza nzira yekukwira kwevanhu yemakesi ekumucheto, uye kuteedzera zvese zvakawanikwa zvechigadzirwa nemitengo yekukanganisa nekufamba kwenguva.
Njodzi & Guardrails
Kusashandisa izwi zvisizvo uye njodzi dzekuedzesera dzinowedzera kana chibvumirano chisipo.
Kururama kunogona kudonha mumitauro, mataurirwo, kana nharaunda dzine ruzha.
Synthetic audio inogona kukanganisa kutaura kwechokwadi isina mavara akajeka.
Implementation Roadmap
Wana mvumo yakajeka yekutora inzwi, kugadzira, uye kushandisa zvakare.
Wana mvumo yakajeka yekutora inzwi, kugadzira, uye kushandisa zvakare. Bata nhanho yega yega segedhi rehumbowo: kana maitiro asina kusangana, imbomira kuburitsa, vhara gaka, uye wobva wawedzera kushandiswa.
Yedza mhando pavatauri vakasiyana uye mamiriro ekumashure.
Yedza mhando pavatauri vakasiyana uye mamiriro ekumashure. Bata nhanho yega yega segedhi rehumbowo: kana maitiro asina kusangana, imbomira kuburitsa, vhara gaka, uye wobva wawedzera kushandiswa.
Tsanangura apo munhu anofanira kuongorora kana kubvumidza zvabuda.
Tsanangura apo munhu anofanira kuongorora kana kubvumidza zvabuda. Bata nhanho yega yega segedhi rehumbowo: kana maitiro asina kusangana, imbomira kuburitsa, vhara gaka, uye wobva wawedzera kushandiswa.
Label synthetic odhiyo uye chengetedza marekodhi ekuzvidavirira.
Label synthetic odhiyo uye chengetedza marekodhi ekuzvidavirira. Bata nhanho yega yega segedhi rehumbowo: kana maitiro asina kusangana, imbomira kuburitsa, vhara gaka, uye wobva wawedzera kushandiswa.