Kodi mwakonzeka kupita paulendo wosangalatsa kupita kumalo anzeru zopangira?
Sipanakhalepo mwayi wabwinoko wofufuza machitidwe a AI, chifukwa cha kukula kwa luntha lochita kupanga.
Pali mayankho angapo omwe alipo, kuyambira TensorFlow ndi PyTorch mpaka Keras ndi Caffe. Kutengera ndi zolinga zanu, chimango chilichonse chimakhala ndi zabwino ndi zovuta zake.
Chifukwa chake, kaya ndinu watsopano kapena wopanga mapulogalamu odziwa zambiri, tiyeni tiyambe ndikuwona machitidwe abwino kwambiri a AI omwe alipo lero.
1. PyTorch
PyTorch ndi njira yolimba yophunzirira makina otseguka yomwe yasesa gulu la AI kuyambira pomwe idayamba ku 2016. Yakhala njira yopititsira patsogolo mwachangu chifukwa cha maukonde ake ophatikizika komanso mawonekedwe osavuta kugwiritsa ntchito.
Koma nchiyani chimasiyanitsa PyTorch ndi unyinji? Poyamba, ili ndi luso lamphamvu. Izi zimapangitsa kuti ikhale yabwino pomanga ndi kukhazikitsa mitundu yophunzirira makina.
PyTorch ndi chimango chokonzekera kupanga chomwe chitha kudaliridwa ngakhale pamapulogalamu ovuta kwambiri, chifukwa chakusintha kwake kosalala pakati pamitundu yofunitsitsa ndi ma graph pogwiritsa ntchito TorchScript komanso kuthekera kwake kuthamangitsa njira yopangira pogwiritsa ntchito TorchServe.
Kuphatikiza apo, PyTorch ili ndi zida zonse ndi malaibulale. Zida izi zimathandiza pakupanga kwa masomphenya a makompyuta, NLP, ndi mapulogalamu ena.
Imathandizidwanso kwambiri pamapulatifomu akuluakulu amtambo, zomwe zimapangitsa kuti pakhale chitukuko chosavuta komanso makulitsidwe.
ubwino
- TorchScript imakupatsani mwayi wosinthira pakati pamitundu yofunitsitsa ndi ma graph, pomwe TorchServe imathamangitsa ulendo wopita kukupanga.
- Zachilengedwe zolimba za zida ndi zomangira zimakulitsa PyTorch ndikulola kafukufuku wamakompyuta, kukonza zilankhulo zachilengedwe, ndi madera ena.
- Mapulatifomu akuluakulu amtambo amathandizidwa bwino, kulola chitukuko chopanda mikangano komanso makulitsidwe osavuta.
kuipa
- Poyerekeza ndi machitidwe ena, ili ndi gulu lachitukuko laling'ono.
- Pali kusowa kwa zida zowunikira komanso zowonera, monga bolodi la tensor.
2. Keras
Kodi mwatopa ndikupunthwa chifukwa cha kusokoneza ma API ndi mauthenga olakwika mukamapanga makina ophunzirira makina? Osayang'ana kutali kuposa Keras, a mfundo zakuya zopangidwira anthu osati maloboti.
Keras imagogomezera kuphweka, kugwiritsa ntchito mosavuta, komanso zolemba zambiri. Izi zimapangitsa kukhala chisankho chodziwika pakati pa opanga omwe akuyesera kupanga ndi kutumiza zinthu zoyendetsedwa ndi makina ophunzirira.
Koma si zokhazo: Keras ili ndi zida ndi zida zambiri zomwe zimaphimba gawo lililonse la makina ophunzirira makina.
Ndi kusinthasintha koyika mitundu ya Keras kulikonse, kuchokera pa msakatuli kupita ku zida zam'manja kupita ku makina ophatikizidwa, mutha kugwiritsa ntchito luso la TensorFlow muzochitika zilizonse.
ubwino
- Zomangidwa ndi ma API osavuta komanso zolemba zambiri kuti anthu azigwiritsa ntchito mosavuta.
- Zokongoletsedwa kwambiri pakuwongolera liwiro, kukongola kwa code, komanso kutumizidwa
- Zosavuta kuti ziwonjezeke chifukwa cholumikizana ndi nsanja ya TensorFlow
- Zosankha zambiri zotumizira, kuyambira asakatuli kupita pazida zam'manja kupita kumakina ophatikizidwa
kuipa
- Zosasinthika poyerekeza ndi maphunziro ena akuya
- Pazinthu zina zovuta kugwiritsa ntchito, malaibulale owonjezera kapena zida zitha kufunikira
- Osadziwika bwino kapena amagwiritsidwa ntchito mobwerezabwereza monga machitidwe ena
3. TensorFlow
Pangani makina ophunzirira makina oyenera kupanga pogwiritsa ntchito TensorFlow! TensorFlow imapereka zinthu zomwe mungafune kuti mupititse patsogolo makina ophunzirira ntchito, kaya ndinu katswiri wodziwa zambiri za data kapena wongobwera kumene.
Ziribe kanthu momwe mukuchitikira, mutha kungoyamba ndi TensorFlow chifukwa chamitundu yophunzitsidwa kale ndi maphunziro omwe amapezeka.
TensorFlow si laibulale chabe yophunzirira makina. Ndi nsanja yophunzirira makina omaliza mpaka-mapeto omwe amapereka zosankha pagawo lililonse la njira yanu, kuyambira pakuyika kwachitsanzo mpaka kukonzekera deta.
TensorFlow imapangitsa kuti zikhale zosavuta kugwiritsa ntchito mitundu yanu kulikonse, kaya mukupanga pulogalamu yapaintaneti, pulogalamu yam'manja, kapena chida chophatikizidwa.
ubwino
- Pulatifomu yophunzirira makina kuyambira koyambira mpaka kumapeto
- Scalable ndi kusintha
- Imapezeka m'mitundu ingapo pazogwiritsa ntchito zosiyanasiyana
- Chilengedwe chachikulu chokhala ndi zothandizira anthu ammudzi ndi zitsanzo zophunzitsidwa
kuipa
- Pali malo otsetsereka ophunzirira omwe angoyamba kumene
- Pamafunika luso linalake ndi kumvetsa.
4. Caffe
Njira yophunzirira yozama yotchedwa Caffe idapangidwa molunjika pa liwiro komanso modularity.
Chifukwa chosavuta kugwiritsa ntchito komanso kukonza mwachangu deta, Caffe, yopangidwa ndi Berkeley Vision and Learning Center (BVLC), yadziwika pakati pa ofufuza ndi mabizinesi.
Ndi njira ina yosangalatsa kwa anthu omwe amafunikira kuphunzitsa ndikuyika zitsanzo pazida zosiyanasiyana chifukwa cha kapangidwe kake kapamwamba, komwe kamalola kuti igwire ntchito pa ma CPU ndi ma GPU onse.
ubwino
- Ndizofulumira komanso zothandiza.
- Caffe imasinthika ndi zomangamanga modular.
- Thandizo labwino la anthu ammudzi likupezeka.
kuipa
- Ikhoza kusakhala chisankho choyenera pamapulogalamu apamwamba kwambiri chifukwa chakuchepa kwake.
- Mosiyana ndi machitidwe ena, osati ngati ogwiritsa ntchito
- Pamafunika zina zamapulogalamu.
5. MX Net
Njira yophunzirira mwakuya ya MXNet idapangidwa kuti ikhale yogwira ntchito komanso yosinthika m'malingaliro. Mutha kulenga ndi kugwiritsa ntchito mosavuta mawindo a neural ndi mawonekedwe awo osavuta kugwiritsa ntchito pazifukwa zingapo.
Imapangidwa poganizira zochitika zopangira, kuphatikiza maluso monga kuyang'ana kwachitsanzo, kugwiritsa ntchito zitsanzo, ndi chithandizo cha mtundu wa ONNX. Izi zimapangitsa kuti zikhale zosavuta kuyika mitundu yanu m'malo angapo, kuphatikiza zida zophatikizika ndi mawonekedwe amtambo.
Zina ndi zida zoperekedwa ndi MXNet zikuphatikiza zojambulira deta zomangidwira, zitsanzo zophunzitsidwa kale, ndi thandizo losiyanitsa zokha. Kuphunzira kwambiri akatswiri amaluso onse amasankha nthawi zambiri chifukwa cha madera ake osangalatsa komanso zolemba zake zonse.
ubwino
- Scalable: MXNet ndi njira yabwino kwambiri yopangira mapulogalamu akulu chifukwa imathandizira maphunziro ogawidwa pama GPU ambiri ndi ma CPU.
- MXNet ndiyosavuta kuphatikizira m'njira zamakono popeza imathandizira zilankhulo zambiri zamakompyuta, kuphatikiza Python, R, Julia, Scala, Perl, ndi C++.
- Ndiwogwirizana ndi Linux, Windows, macOS, iOS, ndi Android.
kuipa
- MXNet ili ndi njira yophunzirira kwambiri ndipo ingafunike nthawi kuti idziwe bwino, mofanana ndi zina mfundo zakuya.
- Osatchuka kwambiri: Ngakhale kuti MXNet ikuvomerezedwa, simagwiritsidwabe ntchito mobwerezabwereza monga njira zina zophunzirira zakuya monga TensorFlow kapena PyTorch, zomwe zikusonyeza kuti pangakhale zochepa zothandizira anthu ammudzi.
6. Theano
Chida champhamvu chowerengera manambala chotchedwa Theano chimathandiza ogwiritsa ntchito kupanga bwino, kukonza bwino, ndikuwunika masamu. Imakhala ndi mawonekedwe osavuta ochitira masamu pamaseti akulu akulu ndipo imapangidwa pamwamba pa Python.
Kusinthasintha kwa Theano powerengera ma CPU ndi ma GPU ndi chimodzi mwazabwino zake. Izi zimapangitsa kuti zikhale zabwino pamapulogalamu ophunzirira akuzama omwe amafunikira kukonza magwiridwe antchito apamwamba.
Kuphatikiza apo, Theano imapereka kuthekera kosiyanasiyana komwe ogwiritsa ntchito angagwiritse ntchito kuti apititse patsogolo magwiridwe antchito komanso kulondola kwamitundu yawo.
Tsopano, tiyeni tione ubwino ndi kuipa kwake.
ubwino
- Theano ndi yothandiza kwambiri pakuwerengera manambala chifukwa idapangidwa kuti ikwaniritse ma graph a masamu.
- Ndi chimango chosinthika kwambiri.
- Mapulogalamu ophunzirira mozama kwambiri amapindula kwambiri ndi kukhathamiritsa kwamphamvu kwa GPU kwa Theano. Imapangidwa kuti igwire ntchito mosavuta ndi ma GPU.
kuipa
- Omwe sadziwa Python kapena malaibulale ena owerengera manambala atha kupeza zovuta kuphunzira Theano.
- Theano mwina sangapezenso zosintha kapena zigamba chifukwa kukula kwake kwatsika posachedwa.
- Zolemba zosakwanira: ogwiritsa ntchito ena atha kuwona kuti Theano ndizovuta kugwiritsa ntchito chifukwa zolemba zake sizokwanira bwino poyerekeza ndi malaibulale opikisana kuti awerengere manambala.
7. Chida Cha Microsoft Cognitive
Tiyeni tiwone Microsoft Cognitive Toolkit, dongosolo laulere komanso lotseguka lopangira mitundu yophunzirira mwakuya. Amapangidwira kuphunzitsa zitsanzo zazikulu pama GPU angapo ndi makina.
Cognitive Toolkit ndi chisankho chodziwika bwino pakati pa asayansi a data ndi ofufuza ophunzirira makina omwe ali ndi API yake yosavuta kugwiritsa ntchito komanso luso lophunzitsira logawidwa bwino kwambiri.
Chimodzi mwamakhalidwe ofunikira a Cognitive Toolkit ndikutha kuphunzitsa ndi kutumiza zitsanzo pazida zosiyanasiyana, kuphatikiza ma CPU, ma GPU, ngakhale ma FPGA.
Izi zimapangitsa kukhala njira yabwino kwambiri kwa mabungwe omwe akuyesera kuphatikizira kuphunzira mozama muzinthu ndi ntchito zawo. Komanso, Chidziwitso cha Chidziwitso chimaphatikizapo mitundu yosiyanasiyana yopangidwa kale ndi ma code code, zomwe zimapangitsa kuti zikhale zosavuta kuti atsopano ayambe.
ubwino
- Amalola maphunziro ogawidwa pamakompyuta angapo ndi ma GPU
- Amapereka kulumikizana kosavuta ndi zinthu zina za Microsoft monga Azure ndi Power BI
- Amapereka dongosolo losunthika komanso losinthika popanga ndi kuphunzitsa mitundu yozama yophunzirira
kuipa
- Zingakhale zovuta kukhazikitsa ndikusintha mwamakonda kwa ogwiritsa ntchito atsopano
- Ilibe chithandizo chomangidwira pazinthu zingapo zodziwika monga kukulitsa deta ndi kusamutsa kuphunzira
- Ilibe chithandizo chomangidwira pazinthu zingapo zodziwika monga kukulitsa deta ndi kusamutsa kuphunzira
8. Shogun
Shogun ndi phukusi lophunzirira makina la C ++ lomwe siligwiritsidwa ntchito mochepera. Ili ndi zolumikizira za Python, Java, ndi MATLAB, zomwe zimapangitsa kuti ikhale chida chosinthika kwa akatswiri ophunzirira makina.
Shogun idapangidwa kuti ikhale yowopsa, yachangu, komanso yosinthika, ndikupangitsa kuti ikhale yoyenera pazambiri zambiri komanso zovuta zophunzirira makina.
Chimodzi mwazabwino zodziwika bwino za Shogun ndi kuthekera kwake kogwiritsa ntchito mitundu ingapo ya data, kuphatikiza ma binary, magulu, ndi mosalekeza.
Zimaphatikizansopo njira zambiri zopangira magulu, kutsika, kuchepetsa kukula, ndi kusanja, kupangitsa kuti ikhale chida chokwanira chophunzirira makina. Shogun imathandizira maphunziro a batch ndi pa intaneti, ndipo imaphatikizana mosadukiza ndi malaibulale ena ophunzirira makina monga TensorFlow ndi scikit-learn.
ubwino
- Amapereka njira zosiyanasiyana zophunzirira makina ndi zida, kuphatikiza kuphunzira mozama, kutsika, ndi chithandizo chamagulu.
- Ndi n'zogwirizana ndi zosiyanasiyana zilankhulo zamakompyuta, kuphatikiza Python, C++, ndi Java.
kuipa
- Ikhoza kukhala ndi zothandizira zochepa komanso zothandizira zomwe zilipo chifukwa sizingakhale zodziwika bwino kapena zotchuka monga malaibulale ena ophunzirira makina.
- Poyerekeza ndi malaibulale ena omwe amawazolowera, ogwiritsa ntchito ena atha kuwona kuti mawu ndi kapangidwe ka laibulale iyi sizomveka.
- Kuti apeze zotulukapo zabwino, malaibulale ena angafunike ntchito yamanja ndi kukonzedwa bwino kuposa ena.
9. ZOCHITIKA
Pulatifomu yotseguka yotchedwa Open Neural Network Exchange (ONNX) imathandizira kutembenuka ndi kugawana mitundu yophunzirira makina.
Imapereka njira yosinthira zitsanzo zophunzirira mozama pakati pa makonda osiyanasiyana ndi nsanja, kufewetsa kupanga ndi kutumiza zitsanzo zamakina ophunzirira.
Mutha kupanga zitsanzo ndi ONNX pogwiritsa ntchito chimango chomwe mumakonda ndikuziyika munjira yosiyana.
Mapangidwe osinthika a ONNX amathandizira ogwiritsa ntchito kusankha zida zoyenera pa ntchito yomwe ali nayo. Imathandizira kuyanjana pamaphunziro akuzama angapo, monga PyTorch, TensorFlow, ndi Caffe2. Mutha kugwiritsa ntchito zabwino za chimango chilichonse mwakusintha mwachangu zitsanzo pakati pawo.
ubwino
- Kugwirizana kumatheka pazifukwa zingapo zophunzirira mozama.
- Zaulere kugwiritsa ntchito komanso gwero lotseguka.
- Mitundu yambiri ya hardware ndi nthawi yothamanga imathandizidwa.
kuipa
- Kuchita kwa zitsanzo za ONNX nthawi zina kumakhala koyipa kwambiri kuposa zitsanzo zomwe zimakhazikitsidwa mwanjira inayake.
- Nthawi zina kusinthana pakati pa ma framework osiyanasiyana kumatha kuyambitsa zovuta zofananira zomwe zimakhala zovuta kukonza.
10. Apache Spark
Apache Spark ndi njira yachangu komanso yosunthika yogawa makompyuta yomwe imatha kuthana mosavuta ndikusintha kwakukulu kwa data. Ndi chisankho chodziwika pamapulogalamu akuluakulu a data chifukwa cha kuthekera kwake kusanthula kuchuluka kwa data mwachangu.
Spark sikuti imangotanthauza kuti ikhale yachangu, komanso ndiyowopsa, zomwe zikutanthauza kuti imatha kuyendetsa kuchuluka kwa data popanda kusokoneza magwiridwe antchito.
Phukusi la MLlib lophatikizidwa ndi Apache Spark ndilodabwitsa kwambiri. Zimaphatikizapo njira zophunzirira zamakina zowongoka komanso zogwira mtima monga kusanja, kuyambiranso, kuphatikizira, komanso kusefa kogwirizana.
Chifukwa MLlib imalumikizana ndi zigawo zina za Spark, ndizosavuta kupanga mapaipi osinthira deta mpaka kumapeto.
Chifukwa chake, ngati mukufuna chida champhamvu komanso chosinthika chosinthira deta yayikulu komanso kuphunzira pamakina, Apache Spark iyenera kukhala pamndandanda wanu.
ubwino
- Chifukwa cha kapangidwe kake kakompyuta kogawidwa, imatha kuthana ndi ma dataset akulu mwachangu
- Kuphatikiza ndi matekinoloje ena a Big Data monga Hadoop, Hive, ndi Cassandra ndikosavuta.
- Njira zingapo zopangira m'magulu, kubweza, kuphatikizira, ndi kusefa kogwirizana zimaperekedwa
kuipa
- Chifukwa cha zovuta zamapangidwe apakompyuta omwe amagawidwa, njira yophunzirira ndiyokwera kwambiri
- Imayendetsedwa ndi zinthu zambiri komanso zomangamanga
- Thandizo la nthawi yeniyeni yokonza ndi kusamutsa deta ndi yochepa
11. mpack
mlpack ndi chida chophunzirira makina cha C++ chotseguka chomwe cholinga chake ndi kupereka ma aligorivimu achangu, owopsa, komanso osavuta pamagwiritsidwe osiyanasiyana.
Imakhala ndi ma algorithms osiyanasiyana ophunzirira makina monga kusanja, kutsika, kugawa, kuchepetsa kukula, ndi ma neural network.
ubwino
- Kugwiritsa ntchito bwino ma algorithms ambiri
- Kuphatikiza ndi malaibulale ena ndi zilankhulo ndizosavuta.
- Amapereka maulalo a mzere ndi C++ API
kuipa
- Zolemba zitha kuwongoleredwa
- Ma algorithm angapo sanakwaniritsidwebe
- Oyamba akhoza kupeza zovuta kugwiritsa ntchito
12. Azure ML Studio
Azure Machine Learning (Azure ML) ndi nsanja yophunzirira makina pamtambo. Mutha kupanga, kutumiza, ndikuwongolera mitundu yophunzirira makina pamlingo waukulu.
Amapereka zida ndi mautumiki osiyanasiyana othandizira asayansi a data ndi opanga mapulogalamu kuti azitha kuwongolera makina ophunzirira makina omaliza mpaka kumapeto. Mutha kungoyang'anira deta yanu, kuphunzitsa zitsanzo zanu, ndikuzitumiza popanga. Ndipo mutha kuwunika momwe amagwirira ntchito pogwiritsa ntchito Azure ML - zonse kuchokera kumalo ophatikizika amodzi.
Pulatifomuyi imathandizira zilankhulo zingapo zamakompyuta, kuphatikiza Python, R, ndi SQL, ndipo imabwera ndi ma tempulo angapo omwe adamangidwa kale kuti akuthandizeni kuti muyambe mwachangu.
Kuphatikiza apo, chifukwa cha kapangidwe kake kosinthika komanso kowopsa, Azure ML imatha kuyendetsa mosavuta mayesero ang'onoang'ono komanso kugwiritsa ntchito makina akuluakulu.
ubwino
- Amapereka mawonekedwe osavuta kugwiritsa ntchito popanga ndi kutumiza makina ophunzirira makina
- Imalumikizana ndi ntchito zina za Microsoft monga Azure Storage ndi Power BI.
- Kugwira ntchito ndi mamembala amgulu ndikotheka kudzera pakuwongolera mtundu komanso malo ogwirira ntchito
- Scalability yolimbana ndi kuchuluka kwakukulu kwa data ndi mphamvu yosinthira
kuipa
- Zosankha zochepa zosinthira ma aligorivimu ndi zitsanzo
- Chifukwa cha njira zamitengo, zitha kukhala zotsika mtengo kwa mabizinesi ang'onoang'ono kapena anthu pawokha
13. Sonnet
Ofufuza a DeepMind adapanga ndikumanga Sonnet, chimango cha AI chomwe chimathandizira kukulitsa ma neural network pazogwiritsa ntchito zosiyanasiyana. Izi zikuphatikizapo maphunziro oyang'aniridwa ndi osayang'aniridwa, komanso kupititsa patsogolo maphunziro.
Zomangamanga zamapulogalamu a Sonnet zimamangidwa pa snt.Module, yomwe imatha kusunga zolozera ku magawo, ma module ena, ndi njira. Ndondomekoyi imabwera ndi ma module angapo okonzedweratu ndi maukonde, koma ogwiritsa ntchito amalimbikitsidwanso kupanga awo.
ubwino
- Chitsanzo chosavuta komanso champhamvu chokonzekera
- Ogwiritsa ntchito amalimbikitsidwa kupanga ma module awo.
- Code yomwe ndi yachidule komanso yolunjika
kuipa
- Palibe pulogalamu yophunzitsira yomwe ikuphatikizidwa
- Oyamba akhoza kuyang'anizana ndi maphunziro apamwamba
14. GluonCV
Kodi mukufuna kudziwa zambiri za masomphenya apakompyuta?
Kuyambitsa GluonCV!
Laibulale yabwinoyi ili ndi njira zophunzirira mozama kwambiri, zitsanzo zophunzitsidwa kale, ndi zida zambiri zothandizira mainjiniya, ofufuza, ndi ophunzira kutsimikizira malingaliro awo, zopangira ma prototyping, ndikuphunzira zambiri zaderali.
GluonCV imapangitsa kukhala kosavuta kuyamba ndi kukwaniritsa zotsatira za SOTA ndi ma API ake opangidwa bwino, kukhazikitsa kosavuta, ndi thandizo la anthu ammudzi.
Ndi chiyaninso, gawo labwino kwambiri?
Ndizosinthika kwambiri komanso zosavuta kukhathamiritsa ndikuyika! GluonCV ili ndi zonse zomwe mungafune kuti mutengere luso la masomphenya apakompyuta yanu kupita pamlingo wina, kaya ndinu katswiri wodziwa ntchito kapena mukungoyamba kumene.
ubwino
- Kuyika kosavuta ndi kugwiritsa ntchito
- Kusonkhanitsa kwakukulu kwa zitsanzo zophunzitsidwa kale
- Kuphunzira mozama ma aligorivimu zomwe ndi zodula
- Machitidwe osavuta kumva
- Kukhathamiritsa kosavuta ndi kutumiza
kuipa
- Zocheperako makonda ndi kuwongolera kuposa njira zina
- Thandizo la ntchito zosagwirizana ndi makompyuta ndizochepa
- Kugwiritsa ntchito malonda kungakhale koletsedwa chifukwa cha malamulo oletsa
15. H2O
H2O ndi njira yowunikira deta yotseguka komanso nsanja yophunzirira makina yomwe cholinga chake ndi kupanga zosavuta kuti mabungwe agwiritse ntchito luntha lochita kupanga (AI) kuyendetsa ntchito zawo.
H2O.ai's AI Cloud imapangitsa kuyamba ndi H2O kukhala kosavuta, ndi mawonekedwe okoka ndikugwetsa popanga mitundu yophunzirira yamakina popanda luso lazolemba.
Pulatifomu imaperekanso zambiri kuyang'ana kwazinthu ndi kusanthula luso, komanso kusintha kwachitsanzo ndi kutumiza. Mabizinesi amatha kugwiritsa ntchito H2O.ai kupanga mwachangu komanso mophweka ndikuyika mitundu ya AI kuti athane ndi zovuta zamabizinesi.
ubwino
- Kokani-ndi-kugwetsa mawonekedwe opanga makina ophunzirira makina
- Zida zowonera ndi kusanthula deta mwatsatanetsatane, komanso kusintha kwachitsanzo ndi kutumiza
- Pulatifomu yotseguka yokhala ndi ogwiritsa ntchito ambiri komanso gulu lothandizira
- Kuthandizira ma aligorivimu angapo ndi mitundu ya data
kuipa
- Zina zimangopezeka mumtundu wapamwamba wa nsanja
- Poyerekeza ndi nsanja zina, zitha kukhala zovuta kukhazikitsa ndikusintha.
Pomaliza, Ndi Iti Yabwino Kwambiri?
Kusankha mawonekedwe abwino a AI kapena nsanja zimatengera zomwe mukufuna kuchita nazo. Ngati mukufuna chimango chosavuta kugwiritsa ntchito komanso chokhala ndi anthu ambiri, TensorFlow kapena PyTorch ikhoza kukhala chisankho choyenera.
Ngati mukufuna nsanja yomwe imayang'ana kwambiri pamitundu yophunzirira makina, Azure ML Studio kapena H2O.ai ikhoza kukhala njira yabwino kwambiri.
Ndipo, ngati mukufuna chimango chosavuta kusintha ndikusintha, Sonnet kapena GluonCV ikhoza kukhala njira yopitira. Pomaliza, chimango choyenera kwa inu chimatsimikiziridwa ndi zomwe mukufuna komanso zomwe mumakonda.
Siyani Mumakonda