M'ndandanda wazopezekamo[Bisani][Show]
Mwa njira, tonse tikudziwa momwe ukadaulo wophunzirira makina wapangidwira mwachangu zaka zingapo zapitazi. Kuphunzira pamakina ndi njira yomwe yakopa chidwi chamakampani angapo, ophunzira, ndi magawo.
Chifukwa cha izi, ndikambirana za ena mwa mabuku abwino kwambiri ophunzirira pamakina omwe injiniya kapena watsopano ayenera kuwerenga lero. Nonse munavomereza kuti kuwerenga mabuku sikufanana ndi kugwiritsa ntchito luntha.
Kuwerenga mabuku kumathandiza malingaliro athu kuzindikira zinthu zambiri zatsopano. Kuwerenga ndi kuphunzira, pambuyo pake. Tagi yodziphunzira nokha ndiyosangalatsa kukhala nayo. Mabuku apamwamba kwambiri opezeka m’munda adzasonyezedwa m’nkhani ino.
Mabuku otsatirawa amapereka chidziwitso choyesera komanso chowona ku gawo lalikulu la AI ndipo amagwiritsidwa ntchito nthawi zambiri m'mayunivesite ndipo amalimbikitsidwa ndi ophunzira ndi mainjiniya.
Ngakhale mutakhala ndi matani makina kuphunzira Mwachidziwitso, kutola limodzi la mabuku awa kungakhale njira yabwino yosinthira. Kupatula apo, kuphunzira ndi njira yopitilira.
1. Kuphunzira Makina Kwa Oyamba Kwambiri
Mukufuna kuphunzira kuphunzira pamakina koma osadziwa momwe mungachitire. Pali malingaliro angapo ofunikira amalingaliro ndi mawerengero omwe muyenera kumvetsetsa musanayambe ulendo wanu wophunzirira makina. Ndipo bukuli limakwaniritsa chosowa chimenecho!
Amapereka novices wathunthu ndi apamwamba, ogwira ntchito chiyambi cha kuphunzira makina. Buku la Machine Learning for Absolute Beginners ndi imodzi mwazisankho zabwino kwambiri kwa aliyense amene akufuna kufotokozera kosavuta kwa kuphunzira pamakina ndi malingaliro ogwirizana nawo.
Ma algorithms angapo a bukuli amatsagana ndi mafotokozedwe achidule komanso zitsanzo zowoneka bwino kuti athandize owerenga kumvetsetsa zonse zomwe zikukambidwa.
Mitu yolembedwa m'bukuli
- Maziko a mawindo a neural
- Kusanthula kuponderezedwa
- Ntchito zomangamanga
- Kuphatikiza
- Kutsimikizira-mtanda
- Njira zoyeretsera deta
- Mitengo Yosankha
- Ensemble modeling
2. Kuphunzira Makina a Dummies
Kuphunzira pamakina kungakhale lingaliro losokoneza kwa anthu wamba. Komabe, ndi yamtengo wapatali kwa ife omwe timadziwa.
Popanda ML, n'kovuta kuthetsa nkhani monga zotsatira zakusaka pa intaneti, zotsatsa zenizeni pamasamba, makina, ngakhale kusefa sipamu (Eya!).
Zotsatira zake, bukuli likukupatsani mawu oyambira olunjika omwe angakuthandizeni kudziwa zambiri zazovuta za kuphunzira pamakina. Mothandizidwa ndi Machine Learning For Dummies, muphunzira "kulankhula" zilankhulo monga Python ndi R, zomwe zidzakuthandizani kuphunzitsa makompyuta kuti azindikire mawonekedwe ndi kusanthula deta.
Kuphatikiza apo, muphunzira kugwiritsa ntchito Python's Anaconda ndi R Studio kupanga mu R.
Mitu yolembedwa m'bukuli
- Kukonzekera kwa data
- njira zophunzirira makina
- Njira yophunzirira makina
- Kuphunzira koyang'aniridwa ndi osayang'aniridwa
- Maphunziro a makina ophunzirira makina
- Kumangirira njira zophunzirira makina pazotsatira
3. Buku Lamasamba Lophunzirira Makina
Kodi ndizotheka kuphimba mbali zonse zamakina ophunzirira m'masamba osakwana 100? Andriy Burkov's The Hundred-Page Machine Learning Book ndikuyesera kuchita chimodzimodzi.
Buku lophunzirira makina limalembedwa bwino ndikuthandizidwa ndi atsogoleri oganiza bwino kuphatikiza Sujeet Varakhedi, Mtsogoleri wa Zomangamanga ku eBay, ndi Peter Norvig, Director of Research at Google.
Ndilo buku lalikulu kwambiri kwa oyamba kuphunzira pamakina. Mukawerenga bwino bukuli, mudzatha kupanga ndikumvetsetsa makina apamwamba kwambiri a AI, kuchita bwino pamafunso ophunzirira makina, ndikuyambitsanso kampani yanu yochokera ku ML.
Komabe, bukuli silinalembedwe kuti likhale la oyamba kumene pakuphunzira pamakina. Yang'anani penapake ngati mukufuna china chofunikira kwambiri.
Mitu yolembedwa m'bukuli
- Kapangidwe ka a mfundo algorithm
- Kuphunzira koyang'aniridwa ndi maphunziro osayang'aniridwa
- Maphunziro Owonjezera
- Ma algorithms ofunikira a Kuphunzira Kwamakina
- Chidule cha ma Neural network ndi kuphunzira mozama
4. Kumvetsetsa Maphunziro a Makina
Mau oyamba mwadongosolo ophunzirira makina amaperekedwa m'buku la Understanding Machine Learning. Bukuli limasanthula mozama malingaliro oyambira, ma paradigms owerengera, komanso zotuluka pamasamu pamaphunziro a makina.
Maphunziro osiyanasiyana ophunzirira makina amaperekedwa m'njira yosavuta pophunzira pamakina. Maziko amalingaliro ophunzirira makina akufotokozedwa m'bukuli, limodzi ndi zotuluka pamasamu zomwe zimatembenuza maziko awa kukhala ma algorithms othandiza.
Bukhuli limapereka mfundo zofunika kwambiri lisanafotokoze nkhani zingapo zofunika zomwe sizinafotokozedwe m'mabuku akale.
Zomwe zikuphatikizidwa mu izi ndikukambirana za malingaliro okhazikika komanso okhazikika komanso zovuta zowerengera, komanso ma paradigms ofunikira a algorithmic monga stochastic. kutsika kwa gradient, ma neural network, ndi maphunziro opangidwa mwadongosolo, komanso malingaliro angongole omwe angotuluka kumene monga njira ya PAC-Bayes ndi malire otengera kuponderezana. zopangidwira oyambira maphunziro kapena omaliza maphunziro apamwamba.
Mitu yolembedwa m'bukuli
- The computational zovuta kuphunzira makina
- ML algorithms
- Mitundu ya Neural
- Njira ya PAC-Bayes
- Kutsika kwa Stochastic gradient
- Maphunziro otuluka opangidwa
5. Chiyambi cha Kuphunzira Kwamakina ndi Python
Kodi ndinu wasayansi wa data wa Python-savvy yemwe mukufuna kuphunzira kuphunzira pamakina? Buku labwino kwambiri lomwe mungayambire nalo ulendo wanu wophunzirira makina ndi Mau oyamba a Machine Learning ndi Python: A Guide for Data Scientists.
Mothandizidwa ndi buku lakuti Mau oyamba a Machine Learning ndi Python: A Guide for Data Scientists, mudzapeza njira zosiyanasiyana zothandiza popanga mapulogalamu ophunzirira makina.
Mudzakhudza gawo lililonse lofunikira pakugwiritsa ntchito Python ndi phukusi la Scikit-Learn kuti mupange mapulogalamu odalirika ophunzirira makina.
Kumvetsetsa bwino malaibulale a matplotlib ndi NumPy kupangitsa kuphunzira kukhala kosavuta.
Mitu yolembedwa m'bukuli
- Njira zamakono zopangira ma parameter tweaking ndi kuyesa kwachitsanzo
- Mapulogalamu ndi malingaliro oyambira makina ophunzirira
- njira zophunzirira zokha
- Njira zosinthira data yamawu
- Modelchaining ndi kayendedwe ka ntchito encapsulation mapaipi
- Kuyimira deta pambuyo pokonza
6. Kuphunzira pa Makina Ogwiritsa Ntchito ndi Sci-kit kuphunzira, Keras & Tensorflow
Pakati pa zofalitsa zatsatanetsatane za sayansi ya data ndi kuphunzira pamakina, ndizodzaza ndi chidziwitso. Ndikulangizidwa kuti akatswiri ndi akatswiri omwe amaphunzira zambiri za nkhaniyi.
Ngakhale kuti bukhuli lili ndi chiphunzitso chochepa chabe, likuchirikizidwa ndi zitsanzo zamphamvu, zopereka malo pandandanda.
Bukuli lili ndi mitu yosiyanasiyana, kuphatikiza scikit-lern for machine learning project and TensorFlow popanga ndi kuphunzitsa neural network.
Pambuyo powerenga bukhuli, tikuganiza kuti mudzakhala okonzekera bwino kuti muwerenge zambiri kuphunzira kwakukulu ndi kuthana ndi mavuto othandiza.
Mitu yolembedwa m'bukuli
- Onani momwe makina amaphunzirira, makamaka ma neural network
- Tsatani chitsanzo cha ntchito yophunzirira makina kuyambira koyambira mpaka kumapeto pogwiritsa ntchito Scikit-Learn.
- Onani mitundu ingapo yophunzitsira, monga njira zophatikizira, nkhalango zosasinthika, mitengo yosankha, ndi makina othandizira ma vector.
- Pangani ndi kuphunzitsa ma neural network pogwiritsa ntchito laibulale ya TensorFlow.
- Ganizirani za maukonde a convolutional, maukonde obwerezabwereza, ndi maphunziro olimbikitsa ozama pamene mukufufuza neural network zojambula.
- Phunzirani momwe mungakulitsire ndi kuphunzitsa ma neural network.
7. Kuphunzira Makina kwa Owononga
Kwa wopanga mapulogalamu omwe ali ndi chidwi ndi kusanthula deta, buku la Machine Learning for Hackers lalembedwa. Ma hackers ndi akatswiri a masamu pankhaniyi.
Kwa munthu yemwe ali ndi chidziwitso cholimba cha R, bukhu ili ndi chisankho chabwino chifukwa zambiri zake zimakhazikika pa kusanthula deta mu R. Kuonjezerapo zomwe zili m'bukuli ndi momwe mungagwiritsire ntchito deta pogwiritsa ntchito R patsogolo.
Kuphatikizika kwa nkhani zofunikira kumatsindika kufunika kogwiritsa ntchito makina ophunzirira makina kungakhale buku logulitsira kwambiri la Machine Learning for Hackers.
Bukhuli limapereka zitsanzo zambiri zapadziko lonse lapansi kuti kuphunzira pamakina kukhale kosavuta komanso mwachangu m'malo mopita mwakuya mumalingaliro ake a masamu.
Mitu yolembedwa m'bukuli
- Pangani gulu losazindikira la Bayesian lomwe limasanthula zomwe zili mu imelo kuti muwone ngati ili sipamu.
- Kuneneratu kuchuluka kwa masamba omwe amawonekera pamasamba 1,000 apamwamba pogwiritsa ntchito mizere yobwerera
- Fufuzani njira zokwaniritsira poyesa kusokoneza zilembo zowongoka.
8. Python Machine Kuphunzira ndi Zitsanzo
Bukuli, lomwe limakuthandizani kumvetsetsa ndikupanga njira zosiyanasiyana za Kuphunzira kwa Makina, Kuphunzira Mozama, ndi Njira Zowunikira Ma data, mwina ndilo lokhalo lomwe limangoyang'ana Python ngati chilankhulo chokonzekera.
Imakhala ndi malaibulale angapo amphamvu ogwiritsira ntchito makina osiyanasiyana a Machine Learning, monga Scikit-Learn. Gawo la Tensor Flow limagwiritsidwa ntchito kukuphunzitsani za kuphunzira mozama.
Pomaliza, ikuwonetsa mipata yambiri yowunikira deta yomwe ingapezeke pogwiritsa ntchito makina komanso kuphunzira mozama.
Imakuphunzitsaninso njira zambiri zomwe zingagwiritsidwe ntchito kukulitsa luso lachitsanzo chomwe mumapanga.
Mitu yolembedwa m'bukuli
- Kuphunzira Python ndi Kuphunzira Pamakina: Buku Loyamba
- Kuwunika magulu awiri ankhani komanso kuzindikira kwa imelo ya Naive Bayes
- Pogwiritsa ntchito ma SVM, sankhani mitu yankhani Dinani-kudzera kulosera pogwiritsa ntchito ma algorithms otengera mitengo.
- Kuneneratu za kudina-kudutsa pogwiritsa ntchito logistic regression
- Kugwiritsa ntchito regression algorithms kulosera zamitengo yapamwamba kwambiri
9. Python Machine Learning
Buku la Python Machine Learning limafotokoza zoyambira zamakina kuphunzira komanso kufunikira kwake pagawo la digito. Ndi buku lophunzirira makina kwa oyamba kumene.
Kuphatikiza apo, bukuli lili ndi zida zambiri zophunzirira makina ndi ntchito. Mfundo za pulogalamu ya Python komanso momwe mungayambitsire chilankhulo chaulere komanso chotsegulira gwero zilinso m'buku la Python Machine Learning.
Mukamaliza buku lophunzirira makina, mudzatha kukhazikitsa ntchito zingapo zophunzirira makina pogwiritsa ntchito Python coding.
Mitu yolembedwa m'bukuli
- Artificial intelligence fundamentals
- mtengo wachigamulo
- Kutsika kwa mayendedwe
- Neural network yozama
- Python programming chinenero zoyambira
10. Kuphunzira Pamakina: Mawonedwe Otheka
Kuphunzira Pamakina: A Probabilistic Perspective ndi buku loseketsa lamakina lophunzirira lomwe limakhala ndi zithunzi zowoneka bwino komanso zothandiza, zitsanzo zenizeni kuchokera kumaphunziro monga biology, masomphenya apakompyuta, maloboti, ndikusintha zolemba.
Ili ndi ma prose wamba ndi ma pseudocode a ma aligorivimu ofunikira. Kuphunzira Pamakina: Kuwona Mwachidziwitso, mosiyana ndi zofalitsa zina zamakina zophunzirira zomwe zimaperekedwa mwanjira ya buku lophikira ndikufotokozera njira zosiyanasiyana zamachitidwe, zimayang'ana kwambiri njira yozikidwa pamachitsanzo.
Imatchula zitsanzo za ml pogwiritsa ntchito zowonetsera momveka bwino komanso zomveka. Kutengera njira yogwirizana, yotheka, bukuli limapereka chidziwitso chokwanira komanso chodziyimira pawokha pagawo la kuphunzira pamakina.
Zomwe zili m'nkhaniyi ndi zotakata komanso zakuya, kuphatikiza zoyambira zakumbuyo pamitu monga kuthekera, kukhathamiritsa, ndi algebra ya mzere, komanso kukambirana zakupita patsogolo kwanthawi yayitali m'derali monga magawo okhazikika, kukhazikika kwa L1, komanso kuphunzira mozama.
Bukuli linalembedwa m'chinenero chosavuta, chofikirika, chokhala ndi code-code ya ma algorithms ofunika kwambiri.
Mitu yolembedwa m'bukuli
- Mwina
- Kuphunzira kwambiri
- Kukhazikika kwa L1
- kukhathamiritsa
- Kukonza zolemba
- Mapulogalamu a Computer Vision
- Mapulogalamu a robotics
11. Zofunika za Statistical Learning
Chifukwa cha malingaliro ake komanso maphunziro osiyanasiyana, buku lophunzirira makinawa nthawi zambiri limavomerezedwa m'munda.
Bukhuli litha kugwiritsidwa ntchito ngati chofotokozera kwa aliyense amene akufunika kuwongolera mitu ngati ma neural network ndi njira zoyesera komanso mawu osavuta ophunzirira makina.
Bukuli limakakamiza owerenga kuti azichita zoyeserera komanso kufufuza nthawi iliyonse, zomwe zimapangitsa kukhala kofunikira pakukulitsa luso ndi chidwi chofuna kupita patsogolo koyenera pakuphunzirira makina kapena ntchito.
Ndi chida chofunikira kwa owerengera komanso aliyense amene ali ndi chidwi ndi migodi ya data mubizinesi kapena sayansi. Onetsetsani kuti mwamvetsetsa linear algebra pang'ono musanayambe bukuli.
Mitu yolembedwa m'bukuli
- Kuyang'anira kuphunzira (kulosera) kumaphunziro osayang'aniridwa
- Mitundu ya Neural
- Makina othandizira ma vekitala
- Mitengo yamagulu
- Kuwonjezera ma algorithms
12. Kuzindikirika Kwachitsanzo ndi Kuphunzira Kwamakina
Mayiko a kuzindikira mawonekedwe ndi kuphunzira pamakina akhoza kufufuzidwa bwino m'bukuli. Njira ya Bayesian pakuzindikiritsa mawonekedwe idawonetsedwa koyambirira m'bukuli.
Kuphatikiza apo, bukhuli limayang'ana maphunziro ovuta omwe amafunikira kumvetsetsa kwa multivariate, sayansi ya data, ndi algebra yoyambira.
Pa kuphunzira pamakina ndi kuthekera, bukhu lolozera limapereka mitu yokhala ndi zovuta pang'ono pang'onopang'ono kutengera momwe zinthu ziliri mu dataset. Zitsanzo zosavuta zimaperekedwa chisanayambe kuzindikirika kwachidziwitso.
Bukuli limapereka njira zongoyerekeza, zomwe zimalola kuyerekezera mwachangu ngati njira zenizeni sizingachitike. Palibe mabuku ena omwe amagwiritsa ntchito zitsanzo zazithunzi kuti afotokoze kuthekera kwagawidwe, koma zimatero.
Mitu yolembedwa m'bukuli
- Njira za Bayesian
- Pafupifupi ma aligorivimu a inference
- Mitundu yatsopano yotengera maso
- Chiyambi cha chiphunzitso cha kuthekera koyambira
- Chidziwitso cha kuzindikira kwapateni ndi kuphunzira pamakina
13. Zofunikira pa Kuphunzira Pamakina kuchokera ku Predictive Data Analytics
Ngati mwaphunzira bwino pamakina ophunzirira makina ndipo mukufuna kupita patsogolo pakusanthula deta, ili ndi buku lanu !!! Popeza njira kuchokera pamaseti akuluakulu, Kuphunzira Kwamakina kungagwiritsidwe ntchito kupanga mitundu yolosera.
Bukuli likuwonetsa kugwiritsa ntchito ML Predictive Data Analytics mozama, kuphatikizapo mfundo zongopeka komanso zitsanzo zenizeni.
Ngakhale kuti mutu wakuti "Mfundo Zofunika Kuphunzira Pamakina a Zolosera Zam'tsogolo" ndi wapakamwa, bukuli lifotokoza ulendo wa Predictive Data Analytics kuchokera ku data kupita ku chidziwitso mpaka kumapeto.
Ikukambirananso njira zinayi zophunzirira makina: kuphunzira mozikidwa pazidziwitso, kuphunzira kofanana, kuphunzira motengera kuthekera, ndi kuphunzira molakwika, chilichonse chili ndi kufotokozera kwamalingaliro osakhala aukadaulo otsatiridwa ndi masamu masamu ndi ma algorithms okhala ndi zitsanzo.
Mitu Yofotokozedwa m'buku
- Maphunziro ozikidwa pazidziwitso
- Maphunziro otengera kufanana
- Kuphunzira motengera kuthekera
- Kuphunzira motengera zolakwika
14. Applied Predictive Modelling
Applied Predictive Modelling imayang'ana njira yonse yolosera zam'tsogolo, kuyambira ndi magawo ovuta a kukonzanso deta, kugawanitsa deta, ndi maziko osinthira zitsanzo.
Ntchitoyi ikupereka mafotokozedwe omveka bwino a njira zosiyanasiyana zowonongeka komanso zaposachedwa komanso zamagulu, zomwe zimayang'ana kwambiri kuwonetsa ndi kuthetsa zovuta zenizeni zapadziko lapansi.
Bukuli likuwonetsa mbali zonse za ndondomeko yachitsanzo ndi manja angapo, zitsanzo zenizeni, ndipo mutu uliwonse umaphatikizapo R code yokwanira pa gawo lililonse la ndondomekoyi.
Voliyumu yazinthu zambiri izi zitha kugwiritsidwa ntchito ngati mawu oyambira kumitundu yolosera komanso njira yonse yopangira ma model, ngati chiwongolero cha akatswiri, kapena ngati buku la maphunziro apamwamba ophunzirira maphunziro apamwamba kapena omaliza maphunziro.
Mitu yolembedwa m'bukuli
- Njira yochepetsera
- Classification njira
- Ma algorithms ovuta a ML
15. Kuphunzira Pamakina: Luso ndi Sayansi Yama Algorithms Omwe Amamvetsetsa Zambiri
Ngati ndinu wapakatikati kapena katswiri pakuphunzira pamakina ndipo mukufuna kubwereranso "kuzofunikira," bukuli ndi lanu! Imalipira ngongole yonse kuzovuta komanso kuya kwa Machine Learning pomwe osaiwala mfundo zake zolumikizira (zopambana!).
Kuphunzira Pamakina: Zojambulajambula ndi Sayansi ya Ma Algorithms zimaphatikizansopo kafukufuku wambiri wovuta, komanso zitsanzo ndi zithunzi zambiri (kuti zinthu zikhale zosangalatsa!).
Bukuli lilinso ndi mitundu ingapo yomveka, ya geometric, ndi ziwerengero, komanso nkhani zovuta komanso zatsopano monga matrix factorization ndi kusanthula kwa ROC.
Mitu yolembedwa m'bukuli
- Imathandizira ma algorithms ophunzirira makina
- Chitsanzo chomveka
- Mtundu wa geometric
- Zitsanzo
- Kusanthula kwa ROC
16. Kupanga Zambiri: Zida Zophunzirira za Makina & Njira
Pogwiritsa ntchito njira zophunzirira kachitidwe ka database, kuphunzira makina, ndi ziwerengero, njira zopangira migodi zimathandizira kuti tipeze machitidwe muzinthu zambiri.
Muyenera kupeza buku la Data Mining: Practical Machine Learning Tools and Techniques ngati mukufuna kuphunzira njira zamigodi makamaka kapena kukonzekera kuphunzira makina ambiri.
Buku labwino kwambiri pakuphunzira pamakina limayang'ana kwambiri mbali yake yaukadaulo. Imawunikiranso zaukadaulo wamakina ophunzirira makina, ndi njira zosonkhanitsira deta ndikugwiritsa ntchito zolowa ndi zotuluka zosiyanasiyana kuweruza zotsatira.
Mitu yolembedwa m'bukuli
- Linear zitsanzo
- Kuphatikiza
- Chiwerengero cha zitsanzo
- Kulosera zakuchita
- Kuyerekeza njira zopangira data
- Maphunziro ozikidwa pamiyendo
- Chidziwitso choyimira & magulu
- Njira zamakono zopangira migodi ya data
17. Python for Data Analysis
Kutha kuyesa zomwe zimagwiritsidwa ntchito pophunzira makina ndi luso lofunika kwambiri lomwe wasayansi wa data ayenera kukhala nalo. Musanapange mtundu wa ML womwe umapanga kulosera kolondola, ntchito yanu yambiri iphatikiza kugwira, kukonza, kuyeretsa, ndikuwunika deta.
Muyenera kudziwa zilankhulo zamapulogalamu monga Pandas, NumPy, Ipython, ndi zina kuti muthe kusanthula deta.
Ngati mukufuna kugwira ntchito mu sayansi ya data kapena kuphunzira pamakina, muyenera kukhala ndi luso logwiritsa ntchito deta.
Muyenera kuwerenga buku la Python for Data Analysis pankhaniyi.
Mitu yolembedwa m'bukuli
- n'kofunika Mapulogalamu Achigiriki
- Pandas zapamwamba
- Zitsanzo za Kusanthula Deta
- Kuyeretsa Data ndi Kukonzekera
- Njira za Masamu ndi Zowerengera
- Kufotokozera mwachidule ndi Kuwerengera Zofotokozera za Computing
18. Natural Language Processing ndi Python
Maziko a makina ophunzirira makina ndi kukonza chilankhulo chachilengedwe.
Bukhu lakuti Natural Language Processing with Python limakulangizani momwe mungagwiritsire ntchito NLTK, gulu lokondedwa kwambiri la ma module a Python ndi zida zophiphiritsira komanso zowerengera zilankhulo zachilengedwe za Chingerezi ndi NLP zonse.
Buku la Natural Language Processing ndi Python limapereka machitidwe ogwira mtima a Python omwe amawonetsa NLP mwachidule, mwachiwonekere.
Owerenga ali ndi mwayi wopeza ma dataset omveka bwino okhudzana ndi deta yosalongosoka, kalembedwe ka zilankhulo zamalemba, ndi zinthu zina za NLP.
Mitu yolembedwa m'bukuli
- Kodi chinenero cha anthu chimagwira ntchito bwanji?
- Zilankhulo za deta
- Zachiyankhulo Zachilengedwe (NLTK)
- Kusanthula ndi kusanthula kwa semantic
- Malo otchuka a zinenero
- Phatikizani njira kuchokera nzeru zochita kupanga ndi linguistics
19. Programming Collective Intelligence
Programming Collective Intelligence yolembedwa ndi Toby Segaran, yomwe imadziwika kuti ndi imodzi mwamabuku akulu kwambiri kuti ayambe kumvetsetsa kuphunzira kwamakina, idalembedwa mu 2007, zaka zambiri sayansi ya data ndi kuphunzira pamakina zisanafike pomwe pano monga akatswiri otsogola.
Bukuli limagwiritsa ntchito Python ngati njira yofalitsira ukadaulo wake kwa omvera ake. Programming Collective Intelligence ndi buku lothandizira kugwiritsa ntchito ml kuposa momwe limayambira pakuphunzirira pamakina.
Bukhuli limapereka chidziwitso pakupanga ma aligorivimu ogwira mtima a ML osonkhanitsira deta kuchokera ku mapulogalamu, kupanga mapulogalamu opezera deta kuchokera pamasamba, ndikuwonjezera zomwe zasonkhanitsidwa.
Mutu uliwonse uli ndi zochitika zowonjezera ma algorithms omwe akukambidwa ndikuwonjezera phindu lawo.
Mitu yolembedwa m'bukuli
- Kusefa kwa Bayesian
- Makina othandizira ma vekitala
- Search engine ma aligorivimu
- Njira zolosera
- Njira zosefera zogwirira ntchito
- Non-negative matrix factorization
- Kupititsa patsogolo nzeru zothetsera mavuto
- Njira zodziwira magulu kapena machitidwe
20. Kuphunzira Mwakuya (Zosintha Zosintha Mawerengedwe ndi Makina Ophunzirira Makina)
Monga tonse tikudziwira, kuphunzira mozama ndi njira yabwino yophunzirira makina yomwe imathandizira makompyuta kuphunzira kuchokera pazomwe zidachitika kale komanso kuchuluka kwa data.
Mukamagwiritsa ntchito makina ophunzirira makina, muyenera kudziwanso mfundo zozama zamaphunziro. Bukuli, lomwe limatengedwa kuti ndi Baibulo la kuphunzira mozama, lidzakhala lothandiza kwambiri pankhaniyi.
Akatswiri atatu ophunzirira mwakuya amafotokoza mitu yovuta kwambiri yomwe ili ndi masamu komanso zitsanzo zozama za bukuli.
Popereka maziko a masamu ndi malingaliro, ntchitoyi imakambirana malingaliro oyenera mu algebra ya mzere, chiphunzitso cha kuthekera, chiphunzitso cha chidziwitso, kuwerengera manambala, ndi kuphunzira pamakina.
Imayang'ana ntchito monga kukonza zilankhulo zachilengedwe, kuzindikira kwamawu, masomphenya apakompyuta, makina opangira pa intaneti, bioinformatics, ndi makanema apakanema ndipo imalongosola njira zophunzirira zozama zomwe akatswiri am'mafakitale amagwiritsa ntchito, monga ma feedforward network, kukhazikika, ndi kukhathamiritsa ma algorithms, ma convolutional network, ndi njira zothandiza. .
Mitu yolembedwa m'bukuli
- Kuwerengera Kwamanani
- Kafukufuku Wozama Kwambiri
- Njira Zowonera Pakompyuta
- Deep Feedforward Networks
- Kukhathamiritsa kwa Maphunziro Ozama Kwambiri
- Njira Zothandiza
- Kafukufuku Wozama Kwambiri
Kutsiliza
Mabuku 20 apamwamba ophunzirira makina akufotokozedwa mwachidule pamndandandawu, womwe mungagwiritse ntchito kupititsa patsogolo kuphunzira kwamakina komwe mukufuna.
Mudzatha kupanga maziko olimba mu ukatswiri wophunzirira makina komanso laibulale yolumikizira yomwe mungagwiritse ntchito pafupipafupi mukamagwira ntchito mderali ngati muwerenga mabuku osiyanasiyana.
Mudzalimbikitsidwa kupitiriza kuphunzira, kukhala bwino, ndikukhala ndi zotsatira ngakhale mutawerenga buku limodzi.
Mukakhala okonzeka komanso odziwa kupanga makina anu ophunzirira makina, dziwani kuti deta ndiyofunikira kwambiri kuti polojekiti yanu ikhale yabwino.
Siyani Mumakonda