Teburin Abubuwan Ciki[Boye][Nuna]
Idan kai Learning Machine ne, Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙadda ) ne, ko mai sha'awar kimiyyar kwamfuta ne, mai yiwuwa ka fahimci manufar da buƙatar bayanai don taimakawa wajen inganta tsarin ko sabis da aka bayar.
Gwanayen fasaha da kamfanoni na ƙasa da ƙasa suna amfani da ɗimbin bayanai don haɓaka ƙwarewar abokin ciniki da ingancin sabis ɗin su gabaɗaya ta hanyar ɗaukar manyan dabarun dabarun kasuwanci don fahimtar bayanansu. Ɗaya daga cikin fasahohin da ke tasowa kuma mafi mahimmanci ana magana da su azaman nazari na tsinkaya.
Wannan labarin ya tafi kan ra'ayin kayan aikin nazari na tsinkaya, aikace-aikacen su, da adadin misalan Bude-source kayan aikin da zaku iya amfani da su!
Menene Kayayyakin Bincike na Hasashen?
Kayan aikin nazari na tsinkaya software ne waɗanda ke ƙayyadaddun ƙira da halaye ta hanyar nazari da ciro bayanai daga bayanan da ke akwai. Waɗannan kayan aikin suna amfani da dabaru iri-iri na ƙididdiga waɗanda suka haɗa da haƙar ma'adinan bayanai, ƙirar ƙira, da Koyon Na'ura don nazarin bayanan da aka bayar da yin tsinkaya.
Ana iya amfani da waɗannan kayan aikin don yin ma'anar ƙira a cikin halayen mabukaci da abubuwan da suka gabata don ƙirƙirar tsari na takamaiman lokaci don haɓaka riba da nasarar sabis ɗin da aka bayar.
Aikace-aikacen Nazari Na Tsinkaya
Akwai aikace-aikace da yawa na kayan aikin tantance tsinkaya waɗanda ke kan fagage da dama, gami da:
E-ciniki
- Yin nazarin bayanan abokin ciniki zuwa rukunin mutane dangane da abubuwan da suka fi son siyan sannan kuma yin hasashen yuwuwar waɗannan ƙungiyoyin don siyan samfura.
- Hasashen Komawar Zuba Jari (ROI) na yakin tallan da aka yi niyya.
- Tattara bayanai daga manyan shagunan kan layi kamar Amazon Marketplace.
Social Media Marketing
- Tsara nau'in da nau'in abun ciki don aikawa.
- Hasashen mafi kyawun rana da lokaci don buga abun ciki da aka bayar.
- Gudanar da Tallace-tallacen Google da tallace-tallace gabaɗaya.
Bankin da Assurance
- Fahimtar ƙimar kiredit.
- Gano ayyukan zamba.
Healthcare
- Kula da lafiya gabaɗaya.
- Gano farkon alamun matsalolin lafiya a cikin mutum.
Manufacturing
- Sarrafa kayayyaki da sarƙoƙi.
- Taimakawa cikin jigilar kaya da aiwatar da cikawa.
Buɗe-Source Kayan aikin Hasashen Hasashen
1. Orange Data Mining
Orange kayan aikin hangen nesa ne na bayanai da kayan aikin nazari wanda ke aiwatar da tsinkaye ta hanyar shirye-shiryen gani ko rubutun Python. Ana shigo da wannan kayan aikin azaman ɗakin karatu na Python kuma ya haɗa da abubuwan haɗin gwiwa don Kayan aiki, bioinformatics, ma'adinai na rubutu, da sauran halayen nazarin bayanai.
key siffofin
- Hanyar sadarwa bayanan gani da siffofin wakilci na hoto.
- Ya haɗa da shirye-shiryen gani.
- Zane na tushen Canvas User Interface (GUI) yana sauƙaƙa don amfani don masu farawa.
- Mai ikon aiwatar da ƙididdigar bayanai masu sauƙi da rikitarwa.
2. Anaconda
Dandalin ilimin kimiyyar buɗe tushen tushen Python da dandamali na rarraba R tare da shahararrun fakiti daban-daban sama da 250 waɗanda aka yi amfani da su don sarrafa fakiti kawai da turawa. Wannan rarraba yana amfani da ilimin kimiyyar bayanai, Kayan aiki aikace-aikace, da kuma sarrafa bayanai masu girma don yin nazarin tsinkaya.
key siffofin
- Nazari na ci gaba, amfani da ayyukan aiki, da hulɗar bayanai.
- Haɗa duk tushen bayanai don fitar da mafi ƙima daga bayanai.
- Ƙirƙirar ƙirar ƙididdiga tare da Python, R, da Jupyter Notebooks.
- Haɗa samfuran tsinkayar ku zuwa ƙa'idodin gidan yanar gizo masu hankali da abubuwan gani na mu'amala.
- Haɗin kai tsakanin duka ƙungiyoyin kimiyyar bayanai ta amfani da Anaconda.
3. R Software muhalli
Ana amfani da yanayin R don ƙididdige ƙididdiga da zane-zane. Yana tattarawa kuma yana gudana akan tsarin aiki iri-iri da suka haɗa da UNIX, Windows, da MAC OS. Wannan mahalli yana da babban tarin kayan aiki na tsaka-tsaki don nazarin bayanai da kuma nunin zane-zane na ƙididdigar bayanai.
key siffofin
- Ya haɗa da nau'ikan ƙididdiga iri-iri da dabaru na zane don ƙididdigar tsinkaya.
- Ingantacciyar sarrafa bayanai da wuraren ajiya.
- Rukunin masu aiki don hadaddun lissafin tsararrun bayanai da ƙididdigar ƙididdiga.
- Akwai tallafi akan layi daga al'ummar R.
4. Scikit-Koyi
Wannan ɗakin karatu ne na Koyan Injin don harshen shirye-shiryen Python. Ya haɗa da rarrabuwa daban-daban, koma baya, da tari algorithms ciki har da Support Vector Machines (SVMs), dazuzzuka bazuwar, da k-ma'anar tari waɗanda suke da amfani sosai don ƙirar ƙira. Koyaya, ana buƙatar ilimin haɓakar shirye-shirye don samun damar yin nazarin tsinkaya ta amfani da Scikit-Learn.
key siffofin
- Babban sarrafa bayanai ya haɗa da nuna bayanai a sigar gani da tambura, tsara bayanai cikin ma'auni na fasali ko ma'auni.
- Yawan rarrabuwa, koma-baya, da samfura masu tari da ake da su don nazarin tsinkaya.
- Ma'aunin daidaito da yawa don gwada aikin ƙira.
5. Weka Data Mining
Weka tarin Algorithms na Koyon Inji don ayyukan ƙirar ƙira da aka rubuta cikin Java. Ana iya amfani da waɗannan algorithms zuwa bayanan ku kai tsaye ko kuma ana kiran su ta amfani da Javascript. Hanyoyin nazarin bayanan da Weka ke bayarwa sun haɗa da haƙar ma'adinan bayanai, tsarawa, da dabarun gani. Weka kuma yana yin amfani da rarrabuwa, koma-baya, da samfura masu tari don nazarin tsinkaya.
key siffofin
- Dabarun sarrafa bayanai da hangen nesa.
- Rarraba bayanai, koma baya, da tari algorithms.
- Dokokin haɗin gwiwa masu yawa don tsinkayar abubuwan da ke faruwa a cikin bayanai.
- Manhajar šaukuwa da ƙwaƙwalwar ajiyar sararin samaniya.
6. Apache mahout
Yanayin shirye-shirye mai sauƙi kuma mai sauƙi da tsari don gina ƙima da aiwatar da algorithms Learning Machine. Yanayin ya haɗa da adadin Scala da aka riga aka yi, Apache Spark, da Apache Flint algorithms. Wannan mahallin yana amfani da Samsara, gwajin lissafin vector mai kama da harshen R wanda ke aiki a sikeli.
key siffofin
- Tace haɗin gwiwa don gina tsarin shawarwari.
- Tari da rabe-raben algorithms don ƙirar ƙira.
- Yana goyan bayan lokutan sayayya akai-akai don ci-gaba da cire bayanai.
- Ma'aikacin layi na algebra da rarraba algebra ingantattu don ingantaccen ƙididdiga.
- Yana Gina Algorithms masu daidaitawa don ƙididdigar tsinkaya.
7. GNU Haddar
Wannan software tana wakiltar babban harshe wanda aka yi niyya don ƙididdige ƙididdiga. Wannan software tana da ƙaƙƙarfan ƙaƙƙarfan ƙaƙƙarfan math-math tare da ginanniyar ƙirƙira da kayan aikin gani don ƙididdigar bayanai na ci-gaba. GNU Octave ya dace da rubutun MATLAB da tsarin aiki ciki har da GNU/Linux, MAC OS, da Windows.
key siffofin
- Gina-in 2D/3D bayanan ƙirƙira da kayan aikin gani.
- Yana goyan bayan fakitin kididdiga na GNU da yawa don nazarin bayanai.
- Yana yin amfani da ƙirar ƙira mai dogaro da lissafi.
- Ikon gudanar da samfuran tsinkaya na MATLAB da algorithms Learning Machine.
8. SciPy
Tarin buɗaɗɗen tushen software na tushen Python wanda aka yi amfani da shi don ƙirar fasaha da kimiyya. SciPy yana fasalta ainihin fakiti waɗanda ke ba da kayan aikin kwamfuta don Python. Yana yin amfani da ingantattun dabarun sarrafa bayanai da ƙididdigan ƙididdiga waɗanda suka haɗa da maƙwabcin k mafi kusa, dajin bazuwar, da neural networks.
SciPy yana samuwa azaman a Python library a yawancin rarrabawar Python kuma kunshin ne a cikin Anaconda.
key siffofin
- Moduloli don ingantawa, algebra na layi, haɗin kai, haɗakarwa, ayyuka na musamman, FFT, da masu warware ODE.
- Yana ba da ayyuka daban-daban don sigina, hoto, da sarrafa bayanai.
- Yana goyan bayan NumPy da Matplot.
Kammalawa
Ya kamata a yanzu kuna da kyakkyawan ra'ayi game da buɗaɗɗen kayan aikin nazari na tsinkaya, aikace-aikacen su, da yadda suke amfani da dabarun ci gaba don yin tsinkaya ta hanyar bayanai.
Duk kayan aikin da aka ambata suna da cikakkiyar kyauta don amfani kuma suna samuwa ga kowa da kowa. Idan kun yi amfani da waɗannan kayan aikin a baya, sanar da mu game da ƙwarewar ku a cikin sharhi.
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