Overview
Whisper i OpenAI's open-source automatic speech recognition system inonyora nekushandura mazwi anotaurwa mumitauro yakawanda. Izvo zvine basa nekuti yakaunza yakasimba, yemahara, pedyo-yakanyorwa-munhu kune chero munhu anogona kumhanya modhi.
OpenAI Whisper inogara muodhiyo-AI workflows inoshandura kutaura, mimhanzi, uye ruzha rwekutaurirana, kusvikika, uye kugadzira nhepfenyuro.
Deep Dive
Yakaburitswa munaGunyana 2022, Whisper akadzidziswa kwemaawa angangoita mazana matanhatu nemakumi masere ezviuru emitauro yakawanda, multitask audio yakaunganidzwa kubva pawebhu. Iyo yakakura uye yakasiyana-siyana dataset ndicho chakavanzika chekusimba kwayo: inobata maredhiyo, ruzha rwekumashure, uye tekinoroji jargon zviri nani kupfuura masisitimu echinyakare, pasina kuda kugadziridzwa zvakanaka kune yega yega domain. Whisper inogona kunyora mutauro mumutauro wekutanga, kushandura kutaura kubva mumitauro yakawanda kuenda kuChirungu, kuziva mutauro unotaurwa, uye kuwedzera zvidhindo zvenguva. OpenAI yakaburitsa uremu hwemodhi nekodhi zviri pachena, saka inomhanya munharaunda palaptop kana munzvimbo yedata, izvo zvakakurudzira kuputika kwezvishandiso zvenharaunda, kukurumidza kugadzirisa, uye mapurogiramu akavakwa pamusoro payo. Kurongeka kunosiyana nemutauro uye mhando yeodhiyo, uye semasisitimu ese akadaro anogona nguva nenguva 'kuona' zvinyorwa.
Technical Insight
Whisper iTransformer encoder-decoder yakadzidziswa sekutevedzana-kune-kutevedzana basa. Odhiyo inoshandurwa kuita log-Mel spectrogram, inotaridzika-yakafanana inomiririra yefrequencies nekufamba kwenguva, iyo encoder maitiro. Decoder inobva yafanotaura ma tokens emavara, akamisikidzwa neakakosha tokeni anoudza modhi kuti ibasa ripi rekuita: kunyora, shandura, kuona mutauro, kana kuwedzera nguva. Nekuti yakadzidza kubva kune isina kusimba yakanyorwa yewebhu odhiyo pamabasa mazhinji panguva imwe chete, modhi imwe chete inokonzeresa zvakafara pane kurongedzerwa imwe nhete bhenji.
Kugona OpenAI Whisper
Whisper i OpenAI's open-source automatic speech recognition system inonyora nekushandura mazwi anotaurwa mumitauro yakawanda. Izvo zvine basa nekuti yakaunza yakasimba, yemahara, pedyo-yakanyorwa-munhu kune chero munhu anogona kumhanya modhi. OpenAI Whisper inogara muodhiyo-AI workflows inoshandura kutaura, mimhanzi, uye ruzha rwekutaurirana, kusvikika, uye kugadzira nhepfenyuro. Kuti uvake kunzwisisa kwakadzama, bata OpenAI Zevezera semuenzaniso wekushandisa, kwete kana chimiro chimwe chete: tsanangura zvaunoda, jekesa fungidziro, uye patsanura zvinogona kuitwa nehurongwa hwakavimbika kubva pane zvichiri kuda kutonga kwenyanzvi.
Mukuita, zvikwata zvakasimba zvinoshandisa OpenAI Whisper inobata kunaka, kunonoka, 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
Mutori wenhau anonyora nhaurirano dzakarekodhwa otomatiki panzvimbo pokudzitaipa nemaoko
Iyo podcast chikuva inogadzira zvinyorwa zvinotsvaga uye zvinyorwa zvechikamu chese
Chishandiso chemusangano chinoburitsa zvinyorwa zvepamoyo uye rekodhi yakanyorwa yekufona kwevhidhiyo
Mutsvakurudzi anoturikira zvinyorwa zvemutauro unotaurwa mumutauro weChirungu kuti zviongororwe
Maitiro Ekuita
OpenAI Zevezera uchidzidzira
Mutori wenhau anonyora nhaurirano dzakarekodhwa otomatiki panzvimbo pokudzitaipa nemaoko.
Mutori wenhau anonyora mabvunzurudzo akarekodhwa otomatiki pachinzvimbo chekuanyora nemaoko Matimu anowanzo kuwana mibairo iri nani kana achinge atsanangura mabhindauko emhando kumberi, chengetedza nzira yekukwira kwevanhu yemakesi ekumucheto, uye kuteedzera zvese zvakawanikwa zvechigadzirwa uye mutengo wekukanganisa nekufamba kwenguva.
OpenAI Zevezera uchidzidzira
Iyo podcast chikuva inogadzira zvinyorwa zvinotsvaga uye zvinyorwa zvechikamu chese.
Iyo podcast chikuva inogadzira zvinyorwa zvinotsvakwa uye zvinyorwa zvechikamu chega chega Matimu anowanzo kuwana mhedzisiro iri nani kana achinge atsanangura zvemhando yepamusoro kumberi, chengetedza nzira yekukwira kwevanhu yemakesi ekumucheto, uye kuteedzera zvese zvakawanikwa zvechigadzirwa uye mutengo wekukanganisa nekufamba kwenguva.
OpenAI Zevezera uchidzidzira
Chishandiso chemusangano chinoburitsa zvinyorwa zvepamoyo uye rekodhi yakanyorwa yekufona kwevhidhiyo.
Chishandiso chemusangano chinoburitsa zvinyorwa zvepamoyo uye rekodhi yakanyorwa yekufona kwevhidhiyo Matimu anowanzo kuwana mhedzisiro iri nani kana vachitsanangura mhando yepamusoro kumberi, chengetedza nzira yekukwira kwevanhu yemakesi emupendero, uye kuteedzera zvese zvakawanikwa zvechigadzirwa uye mutengo wekukanganisa nekufamba kwenguva.
OpenAI Zevezera uchidzidzira
Mutsvakurudzi anoturikira zvinyorwa zvemutauro unotaurwa mumutauro weChirungu kuti zviongororwe.
Mutsvaguri anoturikira marekodhi emutauro wemutauro wekutaura mumutauro weChirungu kuti aongororwe Zvikwata zvinowanzowana mhedzisiro iri nani pazvinenge zvichitsanangudza zvikumbaridzo zvemhando yepamusoro, 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.