M'ndandanda wazopezekamo[Bisani][Show]
AI yasinthiratu chilengedwe chathu, ndipo chothandizira kwambiri pakusinthaku ndi gulu lotseguka.
Tangolingalirani za chitaganya chimene anthu amasinthanitsa zinthu zopangidwa mwaufulu, malingaliro amaloledwa kuyenda, ndipo zopinga zoloŵera zilibe kwenikweni.
Apa ndipamene AI yotseguka imapezeka.
Madivelopa, ophunzira, ndi okonda amagwirira ntchito limodzi m'dongosolo lachilengedweli kuti apange matekinoloje omwe akusintha tsogolo lathu. Onani chilengedwe chosangalatsa ichi komwe nzeru zochita kupanga ndi ntchito yothandizana ndi ambiri m'malo mongoyang'anira ochepa okha.
Kukula kwa AI sikunakhale kodabwitsa. Artificial Intelligence yapita kutali kwambiri kuyambira kumayambiriro kwa zaka za m'ma 20 mpaka pomwe ili ngati mzati waukadaulo.
Kupita patsogolo kumeneku kwayendetsedwa kwambiri ndi anthu omasuka.
Ntchito ngati TensorFlow ya Google ndi chitsanzo chabwino cha izi. Kuposa chida chabe, TensorFlow ndi chothandizira chomwe chathandizira njira zingapo za AI, kufulumizitsa kafukufuku ndikutsegula njira zopangira zatsopano.
Chikoka chake chikhoza kuwonedwa muzochita zosiyanasiyana, monga zowonongeka ndi chinenero processing.
Ndiye, kodi AI yomwe ili yotseguka ndi yotani?
AI idapangitsa kuti aliyense athe kuzipeza. Tekinoloje za AI zitha kugwiritsidwa ntchito, kusinthidwa, ndikugawidwa ndi aliyense chifukwa cha nsanja zotseguka. Mapulatifomu awa apanga malo owoneka bwino aukadaulo wa AI kuchokera patsamba ngati GitHub.
Chilichonse chikupezeka pano, chogawidwa mwaufulu, kuyambira pamitundu yoyambira ya AI mpaka ma aligorivimu ovuta. Njirayi imalimbikitsa kugwirira ntchito pamodzi, imalimbikitsa kulenga, ndikutsegula AI kwa omvera ambiri.
Ubwino wogwiritsa ntchito Open-source AI ndiwambiri. Makamaka oyambitsa amakhala ndi zambiri zoti apindule. Ganizirani zamakampani ang'onoang'ono aukadaulo omwe ali ndi malingaliro ambiri koma alibe ndalama.
Atha kupanga mayankho ovuta popanda kuphwanya banki chifukwa cha AI yotseguka. Posintha matekinoloje a AI kuti akwaniritse zofuna zawo, amatha kufulumizitsa kafukufuku ndi kupanga zinthu.
Kusinthasintha uku komanso kutsika mtengo ndi zabwino zazikulu zamabizinesi atsopano. Chifukwa chake, taphatikiza zida zapamwamba zotsegulira ndi nsanja mu positi iyi kuti mutha kupanga chodabwitsa.
1. Gawo laling'ono
Substratus ndi nsanja yosinthira yotseguka yomwe ikusintha makina ophunzirira makina ndi malo ophunzitsira.
Pophatikizira zinthu zomwe zimagwiritsidwa ntchito ngati Model, Server, Dataset, ndi Notebook mu Kubernetes API, nsanja iyi imakulitsa mwapadera kuthekera kwa ndege yowongolera Kubernetes ndikuwongolera moyo wonse wa mitundu yophunzirira makina.
Chida cha Model, chomwe chimaphatikiza ma code source ndi zolemera komanso kukondera kuti apange chitsanzo chophunzirira makina, ndiye gawo lapakati pa Substratus.
Mtunduwu umapereka kusinthasintha komanso kuphweka pakumanga kwachitsanzo popeza chitha kutengedwa kuchokera kunkhokwe ya Git kapena kupangidwa pogwiritsa ntchito mtundu womwe ulipo komanso maphunziro a dataset.
Kuphatikiza apo, Substratus imabwera ndi gwero la Seva, yomwe imathandizira njira yosinthira mitundu yanu ya AI kukhala zida zogwirira ntchito komanso zogwiritsidwa ntchito powonetsa mtundu kudzera pa HTTP API kuti mungoyerekeza.
Chinthu china chofunikira chomwe chimapangitsa kuti kulowetsedwa ndi kusintha kwa data kukhala kosavuta ndi gwero la Dataset.
Imatsogolera ogwiritsa ntchito ku gwero lazomwe amalowetsamo data, yomwe Substratus imayendetsa ndikuyikamo kuti iwonetsetse kukonza bwino kwa data.
Chida cha Notebook, chomwe ndi a Buku la Jupyter Mwachitsanzo kuthamanga pazida zogwirira ntchito kwambiri mkati mwa gulu la Kubernetes, ndizosintha kwa opanga.
Izi zimapangitsa kuti pakhale makina ophunzirira makina pazida zodalirika zomwe zimagwiritsidwa ntchito ngakhale pamakompyuta ang'onoang'ono am'deralo. Pali zabwino zingapo kuphatikiza Substratus munjira yanu.
Mutha kuphunzitsa ndikugwiritsa ntchito makina ophunzirira pamakina osiyanasiyana pamtambo chifukwa ndi gawo lamtambo.
Gawo laling'ono silifuna kukodzedwa ndipo limapereka kukhathamiritsa kwapang'onopang'ono, kupangitsa kuti ikhale yosavuta kugwiritsa ntchito ndikusintha mitundu yazilankhulo zazikulu (LLMs). Zolemba za Jupyter zitha kukhazikitsidwa patali ndi lamulo limodzi lokha, zomwe zimapangitsa kuti pakhale chitukuko chosavuta.
Makamaka, Substratus imagwira ntchito kulikonse komwe Kubernetes amayika ndi zofunikira zochepa, ndikuteteza deta yanu mkati mwamaneti anu.
Njira yake yochepetsera ziro imakulitsa mtengo wa GPU ndikugwiritsa ntchito zotengera kupanga zochitika zomwe zimabwerezedwa. Kuphatikiza apo, GitOps imagwiritsidwa ntchito mwachilengedwe, kukonza magwiridwe antchito.
2. AbanteAI (Mentat)
AbanteAI's Mentat ikuwonetsa kupita patsogolo kwakukulu mu thandizo la ma code a AI, pogwiritsa ntchito luso la GPT-4 kuti lisinthire momwe ma code amapangidwira ndi kusamaliridwa.
Tangoganizani kupereka Mentat ndi malamulo omwe mukufuna kuchokera pamzere wolamula, ndiyeno kuyang'ana momwemo amapanga kodi mumafayilo atsopano kapena omwe alipo kale mosavuta.
Mutha kuwongolera njira yanu yachitukuko pochotsa zolemba zomwe zimawononga nthawi pakati pa IDE yanu ndi Chezani ndi GPT msakatuli zenera chifukwa cha mawonekedwe osalala a mzere wolamula.
Kupitilira zomwe zida ngati zomwe Copilot akulangizira angachite, Mentat amapangidwa kuti akulembereni kachidindo. Mentat imasintha malinga ndi zomwe mukufuna, kukuthandizani muzochitika zonse ziwiri, kaya mukugwira ntchito ndi code yomwe inalipo kale kapena kuyamba ntchito yatsopano.
Lusoli likuyimira kupita patsogolo kwakukulu mu zolemba zothandizidwa ndi AI chifukwa zimapanga code yothandiza, yotheka kuchitapo kanthu m'malo mongopanga malingaliro.
Madivelopa akamagwiritsa ntchito Mentat, zokolola zawo zimachuluka chifukwa amatha kuyang'ana kwambiri ntchito zovuta komanso zopanga kwinaku akusiya zolemba zotopetsa komanso zobwerezabwereza ku pulogalamuyi.
Kusinthasintha kwa Mentat kumawonetsedwa mukukula kwake kwa ntchito zomwe zimayang'ana zinthu zambiri zokhotakhota, monga kupanga cholembera choyamba cha mapulojekiti atsopano, kuthetsa mavuto, ndikusintha mwachangu ku codebase yatsopano.
Munda wa zolemba zothandizidwa ndi AI uli ndi matani ambiri olonjeza patsogolo pake. Okonza mapulogalamu tsopano atha kudalira AI kuti achite ntchito monga kuwunika kwa ma code, ma bug patches, ndi kukonza ma syntactic.
Izi zikuphatikiza nsanja ngati Mentat. Ngakhale luso laukadaulo silingasinthe m'malo mwa opanga mapulogalamu, AI ikuchita gawo lalikulu pakukonza mapulogalamu ndipo yakonzeka kukhala othandiza.
Njira yolembera ikhoza kufotokozedwanso chifukwa cha mgwirizanowu pakati pa luntha laumunthu ndi luso la AI, kupangitsa kuti ikhale yocheperako komanso yothandiza kwambiri.
3. ChatDev
ChatDev ndi njira yosinthira pakupanga mapulogalamu omwe amathandizira ma Large Language Models (LLMs) kuti apititse patsogolo ndikufulumizitsa njira yopangira mapulogalamu.
Dongosolo latsopanoli, lozikidwa pakulankhulana kwa zilankhulo zachilengedwe, likufuna kuthetsa kufunikira kwa mitundu ina yake pamagawo osiyanasiyana opanga mapulogalamu, motero kusinthiratu makampani.
Kuzungulira kwa mapulogalamu amagawidwa m'magawo anayi akuluakulu a ChatDev, omwe amagwiritsa ntchito mathithi okonzedwa bwino: kupanga, kulemba, kuyesa, ndi zolemba.
ChatDev imagawa magawowa kukhala magawo ang'onoang'ono popereka othandizira, monga oyesa ndi opanga mapulogalamu, pagawo lililonse.
Othandizirawa amagwira ntchito limodzi pokambirana. Kuthetsa ntchito kumapangidwa bwino ndi njira yolumikizirana iyi, yomwe imapangitsa malingaliro ndi kutsimikizira yankho kukhala kosavuta.
Kuthekera kwa ChatDev kuthana ndi zowonera - monga zolakwika zosazindikirika kapena kudalira komwe kulibe - komwe kumachitika pafupipafupi mu LLMs, ndi chimodzi mwazabwino zake zazikulu.
Mapulogalamu amakono a mapulogalamu amatha kupangidwa ndi ndondomeko ya ChatDev, yomwe imathandizanso kuchepetsa zoopsazi. Mapangidwe a nsanja amachokera pamacheza ochezera omwe amathandizira kuchita masewera olimbitsa thupi komanso kulumikizana bwino pakati pa othandizira.
Izi zimabweretsa njira yotseguka komanso yogwirizana yachitukuko pomwe ogwiritsa ntchito amatha kuchita nawo mwachangu popanga zisankho ndipo ntchito zimamalizidwa kudzera pazokambirana zambiri, zodziwa zochitika.
Panthawi yopangira, ChatDev imagwiritsa ntchito mauthenga osinthidwa makonda ndikukulimbikitsani kugawira antchito ake maudindo monga CEO, CPO, ndi CTO, kutengera lingaliro loyambirira loperekedwa ndi kasitomala.
Gawoli limaphatikizapo machitidwe monga Memory Stream, Self-Reflection, ndi Task Assignment, zomwe zimatsimikizira kuti wothandizira aliyense amachita ntchito yake momwe angathere.
Kupanga ma code ndi chitukuko cha GUI zagawika m'maudindo ang'onoang'ono panthawi yonse yolembera, zomwe zimaphatikizapo maudindo monga CTO, wopanga mapulogalamu, ndi wojambula.
Kugwiritsa ntchito zinthu zilankhulo zamakompyuta, chimangochi chimayang'ana zovuta zopanga ma code poyambitsa njira ya "lingaliro lamalingaliro" yomwe imalimbikitsidwa ndi maunyolo amalingaliro.
Poyang'ana makamaka malingaliro othana ndi mavuto, njira iyi imatsimikizira kupanga ma code olondola komanso oyenera.
4. Flowise AI
Flowise AI ndi chida chosinthira pamapulogalamu oyendetsedwa ndi AI, chosiyanitsidwa ndi mawonekedwe ake okoka ndikugwetsa omwe amafunikira kukopera pang'ono kapena osasowa.
Njira yatsopanoyi imapangitsa kuti chitukuko cha pulogalamu ya Large Language Model (LLM) chikhale chosavuta, makamaka kwa anthu omwe alibe chidziwitso chambiri.
Flowise AI imachita bwino pakupanga mapulogalamu a LLM, kufewetsa ndondomekoyi kuti ikhale yofikirika. Kutha kwa Flowise AI kupanga kuchotsa pa intaneti ndipo ntchito zoyankha mafunso mosavuta ndi chimodzi mwa mbali zake zazikulu.
Mwachitsanzo, Flowise AI ikhoza kugwira ntchito yochotsa maulalo onse okhudzana ndi tsamba lanu ndikukhala ndi LLM kuyankha mafunso okhudzana ndi zomwe zili patsamba lanu.
Pulatifomu imalumikizana ndi ma database a vector monga Pinecone kusunga ndi kupeza deta, ndipo imagwiritsa ntchito node ya Cheerio Web Scraper kuti iwononge ulalo.
Izi zimapangitsa kuti deta ikhale yosasunthika kuchokera pawebusaiti kukhala nkhokwe, ndipo LLM ikhoza kugwiritsa ntchito databaseyi kuyankha mafunso a ogwiritsa ntchito.
Kuphatikiza apo, Flowise AI imapangidwa kuti ifotokoze mauthenga amtundu wa zochitika zosiyanasiyana, monga QA Chain for Conversational Retrieval.
Ntchitoyi ndiyofunika kutsimikizira kuti AI imayankha m'chinenero china komanso m'njira yopewa kuyerekezera zinthu m'maganizo, zomwe zimakhala zovuta nthawi zambiri muzochita za AI.
Kudalirika ndi kulondola kwa machitidwe a AI amawongoleredwa ndi Flowise AI pokonza zosintha monga dzina la AI, chilankhulo choyankhira, ndi mayankho apadera ngati palibe yankho lomwe lingapezeke.
Kupanga zida zapadera zoyambira ma webhook ndi njira ina yochititsa chidwi yogwiritsa ntchito. Flowise AI imathandizira kupanga zida zomwe zimatha kulumikizana ndi ma webhook endpoints ndikupereka magawo ofunikira mu thupi la webhook.
Ndizotheka kukulitsa gawoli kumapulatifomu ena monga Gmail ndi Google Sheets ndikuphatikiza ndi mapulogalamu osiyanasiyana, monga kutumiza mauthenga ku Discord.
Kusinthasintha uku kumapereka chitsanzo cha kusinthasintha kwa Flowise AI pakupanga makina ndi kukonza magwiridwe antchito a digito pamapulatifomu ndi ntchito zambiri.
5. Chidutswa
Pezzo imadzisiyanitsa ngati nsanja yoyamba ya AI, kumasuliranso momwe mawonekedwe a AI amapangidwira, kuyesedwa, kuyang'aniridwa, ndi kutumizidwa.
Zapangidwa kuti ziwongolere mtengo ndi magwiridwe antchito ndikuwongolera bwino chitukuko cha AI.
Pezzo imalonjeza kutumizira mwachangu kuwirikiza kakhumi chifukwa cha mphamvu zake, zomwe zimapangitsa kuti pakhale kuthamangitsidwa kwamphamvu za AI.
Dongosolo lapakati loyang'anira mwachangu lili pamtima pa magwiridwe antchito a Pezzo.
Yankho ili, lomwe limabwera ndi kuwongolera kwazomwe ndi kuthekera kotumiza pompopompo, kumathandizira kukonzedwa bwino kwa zolimbikitsa zonse za AI pamalo amodzi.
Kwa magulu omwe akuyesera kusasinthika pama projekiti onse ndikuwongolera magwiridwe antchito a AI, kuthekera uku ndikofunikira. Pezzo imaperekanso zida zowonera kuti mumvetsetse momwe ntchito za AI zimagwirira ntchito, mtengo wake, komanso mtundu wake.
Madivelopa atha kukhathamiritsa bwino zothandizira ndi chidziwitso chawo chakuya mukuchita mwachangu. Chinthu china chofunikira pa luso la Pezzo ndikuthetsa mavuto.
Nthawi yochotsa zolakwika imachepetsedwa kwambiri chifukwa imathandizira kuyang'anira zenizeni zomwe zimachitika mwachangu. Zida zogwirira ntchito zikuphatikizidwa ndi izi kuti zithandizire magulu kuti azigwira ntchito limodzi mosatekeseka komanso mogwirizana kuti apange mawonekedwe amphamvu a AI.
Zosiyanasiyana monga momwe Pezzo alili ndizogwiritsa ntchito. Kuti athandize opanga kugwiritsa ntchito mitundu ya AI mokwanira mu mapulogalamu, imapereka bokosi lazida lotseguka lachitukuko cha AI chofulumira.
Zinthu zazikuluzikulu zikuphatikiza kuyang'anira mwachangu kwapakati, kupanga mwachangu ndikumasulira, kutumiza mwachangu, kuwonetsetsa bwino, kuthetsa mavuto, komanso kuwonetsa mtengo.
Itha kugwiritsidwa ntchito pazinthu zosiyanasiyana zachitukuko chifukwa imathandizira makasitomala ambiri, monga Python ndi Node.js. Chitsanzo chimodzi cha momwe nsanja imagwirira ntchito komanso kusavuta kugwiritsa ntchito ndi malangizo ake oyendetsera nthawi yake.
Ntchito za AI zitha kuyendetsedwa bwino ndi ogwiritsa ntchito, kuphatikiza kuwongolera mtundu, kutumiza mwachangu, kutulutsa mwachangu, ndikuwunika. Kuti mupange chidziwitso, choyamba chiyenera kupangidwa pogwiritsa ntchito Prompt Editor.
Iyenera kuyesedwa mu Pezzo, magawo ake amasinthidwa kuti agwire bwino ntchito, kenako amadzipereka ndikusindikizidwa.
Njira yophwekayi imatsimikizira kuti chidziwitso chilichonse chosindikizidwa chidzagwira ntchito monga momwe chimafunira, ndi nambala yochepa kwambiri.
6. MindsDB
MindsDB ndi nkhokwe yotseguka yotseguka yomwe imayimira kupita patsogolo kwakukulu pakuwongolera deta ndi AI.
Ndizopadera chifukwa cha njira yake yopangira kuphatikizira ma algorithms a AI ndi data yeniyeni. "Ntchito" ndi "AI Tables," zigawo ziwiri zotsogola, zimathandizira kuphatikiza kosalala kwa data ndi AI.
Zochitika zenizeni zenizeni zimatha kukonzedwa mosavuta pogwiritsa ntchito Ntchito, ndipo deta yeniyeni ndi mitundu ya AI imatha kulumikizidwa mwachindunji ndi AI Tables.
Chiwonetsero cha kusinthika kwa MindsDB ndi njira zopitilira 70 zaukadaulo ndi ma data zomwe zimakhala ndi ma database apamwamba komanso nsanja, monga MariaDB, MySQL, PostgreSQL, ClickHouse, Microsoft SQL Server, ndi Snowflake.
Kusinthasintha kwake kumaphatikizanso kugwirizana ndi zida zingapo za BI, monga Microsoft Power BI, SAS, Qlik Sense, Looker, ndi Domo.
MindsDB imakulitsa magwiridwe antchito ake pothandizira Lightwood, a mfundo zakuya kutengera PyTorch.
Ndi njira yosavuta yomwe imathandizira opanga mapulogalamu, MindsDB imawongolera njira yopangira mapulogalamu a AI.
Imadzisiyanitsa ndi kupatsa omanga kuti azilankhulana ndi mitundu ya AI pogwiritsa ntchito mawu odziwika bwino a SQL, omwe amachepetsa zovuta zomwe nthawi zambiri zimalumikizidwa ndi kuphunzira pamakina.
Kugwirizana kwake ndi machitidwe angapo a AI ndi mitundu, monga TensorFlow, PyTorch, ndi OpenAI's GPT-3, imathandizira kugwiritsa ntchito njira iyi.
Pulatifomuyi imapangitsanso kukhala kosavuta kukhazikitsa mapulogalamu a AI popanda kukhazikitsidwa kwachitukuko pogwiritsa ntchito ntchito zosiyanasiyana za AI, kuyambira pa pretreatment data and model training to inference.
Popereka mawonekedwe ozindikirika ndikusefa zovuta zophunzirira makina, zimafulumizitsa kwambiri kupanga mapulogalamu a AI.
Kukhazikitsa kwa zida za zero kumathandizira kutumizidwa kwa mapulogalamu a AI, ndikuwonjezera magwiridwe antchito. Kuphatikiza apo, MindsDB ndiyowopsa ndipo imatha kukwaniritsa zosowa zamapulogalamu apamwamba a AI.
MindsDB imapereka mapulogalamu osiyanasiyana adziko lapansi. Itha kugwiritsidwa ntchito kupanga ma chatbots anzeru omwe amalumikizana bwino ndi anthu.
7. Mars
MarsX ndi nsanja yapamwamba kwambiri yopanga mapulogalamu omwe amasintha njira yopangira mafoni ndi intaneti.
Kwenikweni, kufunikira kogwiritsanso ntchito kachidindo moyenera ndi vuto lomwe MarsX ikuyesera kuthetsa pamapulogalamu.
Ngakhale kupezeka kwa ma frameworks ndi ma code snippets ochokera kumasamba ngati Stack Overflow, kuchuluka kwa ma code a polojekiti amapangidwa kuyambira pachiyambi.
Kusakwanira pantchito yachitukuko kudapangitsa kuti MarsX akhazikitsidwe, kampani yomwe imapereka malaibulale athunthu, kapena zida zopangira mapulogalamu (SDKs) zomwe zimaphatikiza zida zakutsogolo ndi zakumbuyo.
Kuti mugwiritse ntchito mosavuta komanso kuti mumvetsetse, MarsX yakhazikitsa malaibulale athunthu awa, omwe ndi ofunikira pakutha kwamapulogalamu ambiri.
Pozindikira kuti opanga akufunitsitsa kuyesa zida zatsopano koma osati pamtengo wandalama yochulukirapo, MarsX imawonetsetsa kuti malaibulalewa athe kuyesedwa mwachangu.
Mapulogalamu ang'onoang'ono osiyanasiyana, kapena mwachidule, mapulogalamu apadera opangidwa ndi opanga kunja, amapezeka pamsika wa nsanja.
Popereka njira zopangiratu, zabwino kwambiri m'malo mongofuna kuti omanga adzipangiretu, mapulogalamu ang'onoang'ono awa, monga mapulogalamu ochezera kapena mawebusayiti odziwika bwino monga Airbnb kapena Instagram, amapulumutsa nthawi ya omanga.
Kusakanikirana kwa No Code, Low Code, Custom Code, ndi AI zomwe MarsX imapereka zimasiyanitsa. Kusinthasintha kumeneku kumathandizira opanga mapulogalamu kuti apange mapulogalamu ovuta pa intaneti ndi mafoni pamlingo wosiyanasiyana wamakodi.
Sikoyeneranso kusinthana pakati pa Integrated Development Environments (IDEs) chifukwa cha nsanja, zomwe zimapangitsa kuti zikhale zosavuta kusintha ma microapp awa popereka malo ofanana.
Pofuna kuwongolera nthawi yeniyeni yophatikiza ndi kukonzanso ma microapps, nsanjayi ilinso ndi malo ake ophatikizira otukuka (IDE).
Kugogomezera kwa MarsX pakugwiritsa ntchito kumapangitsa kuti ikhale yabwino kwa oyambitsa ndi opanga omwe amafunikira kupanga ndikusintha mapulogalamu mwachangu.
8. Vanna AI
Vanna AI ndi wothandizira wanzeru zamabizinesi woyendetsedwa ndi AI yemwe akusintha momwe timalumikizirana ndi ma dataset.
Ukadaulo wamakonowu umagwiritsa ntchito Ma Large Language Models (LLMs) kupanga ndikuyendetsa mafunso olondola a SQL pankhokwe yanu.
Vanna ndi yapadera chifukwa imasintha momwe imagwirira ntchito potengera zomwe amaphunzitsidwa, zomwe zimaloleza kulondola kwakukulu ngakhale pamaseti ovuta.
Izi zikutanthawuza kuti Vanna akuchulukirachulukira pakugwiritsa ntchito ndikumvetsetsa zovuta za data mukamadyetsa zambiri.
Vanna AI ndiwodziwikiratu potsindika zachitetezo komanso zachinsinsi. Zomwe zili mu database yanu zimasungidwa mwachinsinsi chifukwa LLM imangogwira ntchito ndi metadata, monga schemas, zolemba, ndi mafunso, pamene mukukambirana ndi database yanu.
Kuphatikiza apo, Vanna AI imakupatsirani ufulu womangira zolumikizira pankhokwe iliyonse ndipo imabwera ndi chithandizo chomangidwira chamasamba odziwika bwino monga BigQuery, Postgres, ndi Snowflake.
Izi zimapangitsa kuti ikhale chida chosinthika kwambiri kuti chikhale ndi zofunikira zambiri zowongolera deta. Pulatifomu ilinso ndi mwayi wophatikizana.
Vanna atha kugwiritsidwa ntchito poyambira mu Jupyter Notebook kenako ndikupititsidwa kwa makasitomala abizinesi pogwiritsa ntchito ma frontend osiyanasiyana monga kugwiritsa ntchito intaneti, Streamlit mapulogalamu, kapena Slackbot.
Ndi njira yabwino pamakonzedwe amakampani osiyanasiyana, kuyambira koyambira mpaka mabungwe akulu, chifukwa cha kusinthasintha kwake.
Vanna AI ikufuna kuthetsa kufunikira kwa mafunso ovuta a SQL kapena Python popangitsa kuti zikhale zosavuta kuchotsa zidziwitso kuchokera pankhokwe yanu pofunsa mafunso.
9 Gradio
Gradio ndi chida chosinthika komanso chosavuta kugwiritsa ntchito sayansi ya deta ndi kuphunzira pamakina komwe kukusintha momwe zitsanzo zimagwiritsidwira ntchito ndikuwonetseredwa.
Ndi zida zopitilira makumi atatu zomwe zidamangidwa kale komanso zatsopano zambiri, Gradio imapangitsa kuti zikhale zosavuta kupanga ziwonetsero zamitundu yosiyanasiyana.
Gradio imadzipatula yokha mwa kusintha bwino zigawo zake pakati pa ma static modes ndi ma interactive modes kutengera ngati akugwiritsidwa ntchito ngati zolowetsa kapena zotuluka pachiwonetsero.
Mutha kupewa kupwetekedwa mutu chifukwa chodziwikiratu chikhalidwe cha gawo lililonse chifukwa chodziwikiratu.
Gradio imagwiranso ntchito mwapadera pokonzekera ndi kukonzanso, kusintha deta pakati pa mawonekedwe omwe ali oyenera kuyanjana kwa ogwiritsa ntchito ndi zosowa za ntchito mosavuta.
Izi ndizofunikira pantchito monga kukweza zithunzi kapena kuwonetsa zithunzi mumsakatuli wa wogwiritsa ntchito.
Kwa mapulogalamu odziwika bwino, makina ake ophatikizika amizere ayenera kuthandizira masauzande a ogwiritsa ntchito nthawi imodzi.
Pali njira zomwe mungasamalire pamzere, monga kuchepetsa kuchuluka kwa zopempha zomwe zitha kuchitidwa nthawi imodzi. Chifukwa njira zambiri zophunzirira makina zimagwiritsa ntchito kukumbukira kwambiri ndipo zimafuna kuti anthu azilowa mokhazikika panthawi yomwe ntchito ya ogwiritsa ntchito imakhala yayikulu, izi ndizopindulitsa kwambiri.
Gradio imalola kugwiritsa ntchito ntchito za jenereta nthawi yomwe mukufuna zotulutsa zingapo, monga ma chatbots kapena mitundu yopangira zithunzi.
Zomwe zimachitika pakuchitapo kanthu zitha kuwongoleredwa pogwiritsa ntchito kuthekera uku kuwonetsa zotsatira zobwerezabwereza.
Gradio imathanso kuwongolera zolowetsa, monga ma audio munthawi yeniyeni kapena mitundu yopangira zithunzi potengera kuyika kwamalamulo.
Mulinso ndi mphamvu pa momwe wogwiritsa ntchito amawonera zosintha zakupita patsogolo chifukwa cha kuthandizira kwa nsanja kwa Ma Bars Opita patsogolo.
Izi ndizothandiza kwambiri pantchito zomwe zimafunikira nthawi yambiri yokonzekera, kuphatikiza kuwerengera zovuta kapena kusanthula deta.
Kutha kwa Gradio kuyang'anira momwe ntchito ikuyendera imakulitsidwanso ndikuphatikizidwa kwa laibulale ya tqdm, yomwe imapereka malingaliro owoneka pakukula kwa ntchito.
10 Quivr
Quivr imatuluka ngati nsanja yosintha masewera yomwe imadziyika yokha ngati "Ubongo Wachiwiri" komanso wothandizira, ndikupangitsa kuti ikhale yoyenera kupanga mapulogalamu ogwirizana.
Kukhazikitsa mwachangu komanso mawonekedwe osavuta kumapangitsa chida chotsegulachi kukhala chothandiza kwa aliyense amene akugwira ntchito m'magulu akuluakulu achitukuko kapena madera omwe ali ndi malo otseguka.
Quivr ndiyosavuta kugwiritsa ntchito; mutha kulemba pogwiritsa ntchito akaunti yanu ya Google pasanathe masekondi asanu. Mutha kuchita nawo zambiri pofunsa mafunso okhudza mafayilo anu papulatifomu, zomwe zimapangitsanso kutsitsa mafayilo kukhala kosavuta.
Kutumikira anthu opitilira 30,000 ndi mabizinesi 4,000, Quivr ili patsogolo pazatsopano za AI pogwiritsa ntchito Ma Foundation Models ndi Generative AI.
Pakati pa mapulojekiti apamwamba 100 otsegula, nsanjayi yoyendetsedwa ndi anthu imathandizira omanga 26,000. Kupereka malo okhazikika opangira mapulogalamu a AI a m'badwo wotsatira, Quivr imadzisiyanitsa ndikuthandizira mabungwe kuti agwiritse ntchito bwino AI pazatsopano.
Monga wothandizira digito yemwe amathandizira kupanga zisankho ndikusintha njira zotopetsa, Quivr imagwira ntchito ngati nsanja yachitukuko. Izi zimathandiza kukulitsa luso lamakampani.
Mapangidwe otseguka a Quivr amalimbikitsa anthu kutenga nawo mbali pazofunsira, malipoti a cholakwika, ndi zolemba.
Kuwonekera bwino ndi chitukuko chamgwirizano kumatsimikiziridwa ndi kupezeka kosavuta kwa code code pa GitHub. Njirayi imalimbikitsa kusinthika kosalekeza ndi kupititsa patsogolo nsanja kuwonjezera pakumverera kwa anthu ammudzi.
Kutsiliza
Open-source AI ndi zotsatira zake pa chilengedwe, ndikuyang'ana momwe imakhalira demokalase chitukuko chaukadaulo ndikulimbikitsa mgwirizano pakati pa mafani, ofufuza, ndi opanga.
Aliyense atha kugwiritsa ntchito, kusintha, ndikugawa ukadaulo wa AI pogwiritsa ntchito nsanja zotseguka, zomwe zapangitsa kuti pakhale malo otukuka bwino pamawebusayiti ngati GitHub.
TensorFlow, chida chomwe chimafulumizitsa kafukufuku wa AI ndi zatsopano, ndi chitsanzo chimodzi, monga momwe zilili ndi nsanja zingapo zotseguka monga Gradio, Quivr, ChatDev, Flowise AI, Pezzo, MarsX, Vanna AI, ndi AbanteAI (Mentat).
Makinawa amathandizira chitukuko cha mapulogalamu oyendetsedwa ndi AI kwa iwo omwe alibe chidziwitso chocheperako, amawongolera kupanga makina ophunzirira makina, ndikupereka chithandizo chowongolera choyendetsedwa ndi AI.
Makamaka poyambira, amapereka zabwino kuphatikiza kutsika mtengo, kusinthasintha, komanso kuchuluka kwa zokolola.
Kuphatikiza pa kufulumizitsa kafukufuku ndi kulenga malonda, demokalase iyi yaukadaulo wa AI imatsegula mwayi kwa omvera ambiri, kusintha AI kuchokera kugawo lapadera kwa osankhidwa ochepa kukhala ogwirizana.
Siyani Mumakonda