Lisi o Mataupu[Natia][Fa'aali]
Afai o oe ose Masini A'oa'oga, Fa'amatalaga Fa'atailima, po'o le fa'asaienisi komepiuta, masalo e te malamalama i le manatu ma le mana'omia o fa'amaumauga e fesoasoani e fa'aleleia se faiga po'o se auaunaga.
O lo'o fa'aogaina e kamupani tetele fa'atekinolosi ma kamupani fa'ava-o-malo le tele o fa'amaumauga e fa'aleleia atili ai le poto masani o tagata fa'atau ma le tulaga maualuga o le auaunaga e ala i le fa'aaogaina o metotia fa'apitoa o le atamai tau pisinisi e fa'amalamalama ai a latou fa'amaumauga. O se tasi o metotia faʻaalia ma sili ona taua o loʻo taʻua o suʻesuʻega faʻapitoa.
O lenei tusiga o loʻo alu i luga o le manatu o meafaigaluega faʻapitoa faʻapitoa, latou faʻaoga, ma le tele o faʻataʻitaʻiga o Tatala-punaoa meafaigaluega e mafai ona e faʻaaogaina!
O a mea e fa'atatau i le Fuainumera Fa'amatalaga Meafaigaluega?
O mea faigaluega su'esu'e valo'aga o polokalame ia e fa'ailoa ai mamanu ma aga e ala i le su'esu'eina ma le su'eina o fa'amatalaga mai se fa'amaumauga o iai. O nei meafaigaluega e faʻaogaina ai le tele o fuainumera fuainumera e aofia ai faʻamatalaga faʻamatalaga, faʻataʻitaʻiga faʻataʻitaʻiga, ma le Masini Aʻoaʻoga e suʻesuʻe ai faʻamatalaga tuʻuina atu ma faia faʻamatalaga.
O nei mea faigaluega e mafai ona fa'aogaina e fa'amanino ai fa'ata'ita'iga i amioga a tagata fa'atau ma aga muamua e fai ai se fuafuaga mo se taimi fa'apitoa e fa'ateleina ai le manuia ma le manuia o se auaunaga tu'uina atu.
Talosaga o Predictive Analytics
E tele faʻaoga o meafaigaluega faʻapitoa faʻapitoa e vaʻaia i luga o le tele o fanua, e aofia ai:
E-pisinisi
- Iloiloina o fa'amaumauga a tagata fa'atau i le fa'avasegaina o tagata e fa'atatau i a latou fa'atauga fa'atau ona va'ai ai lea pe fa'apea o nei vaega e fa'atau oloa.
- Va'aiga o le Toe Fa'afo'i Mai o Tupe Fa'afaigaluega (ROI) o fa'atauga tau maketi.
- Aoina mai faʻamatalaga mai faleoloa i luga ole laiga e pei ole Amazon Marketplace.
Maketi Social Ala o Faasalalauga
- Fuafua le ituaiga ma le ituaiga o anotusi e lafo.
- Va'ai le aso ma le taimi e sili ona lelei e lafo ai mea na tu'uina atu.
- Taulimaina o Google Ads ma faʻasalalauga lautele.
Faletupe ma Inisiua
- Fuafuaina o fa'ailoga fa'aaitalafu.
- Faailoaina o gaioiga tau faasese.
Soifua lelei
- Mata'ituina le soifua maloloina lautele.
- Fa'ailoaina o fa'ailoga vave o fa'afitauli fa'alesoifua maloloina i se tagata.
Oloa gaosi
- Puleaina o lisi ma sapalai.
- Fesoasoani i le felauaiga ma le faʻataunuʻuina.
Open-Source Predictive Analytics Tools
1. Laina Fa'amatalaga Orange
Orange o se faʻamatalaga faʻamatalaga ma auʻiliʻili meafaigaluega e faʻatinoina faʻamatalaga faʻapitoa e ala i polokalame vaʻaia poʻo le Python scripting. O lenei mea faigaluega o loʻo faʻaulufale mai e avea o se faletusi Python ma e aofia ai vaega mo Aoaoina o masini, bioinformatics, eliina tusitusiga, ma isi fa'amatalaga au'ili'ili uiga.
Mea taua
- Fesoʻotaʻiga faʻamatalaga vaʻaia ma ata fa'atusa fa'akalafi.
- E aofia ai polokalame vaaia.
- Ata fa'avae tapoleni Atinaʻeina a le Tagata (GUI) fa'afaigofie ona fa'aoga mo tagata amata.
- Mafai ona fa'atino fa'amatalaga fa'amatalaga faigofie ma lavelave.
2. Anaconda
O se faʻamatalaga faʻasaienisi faʻamatalaga Python ma le R faʻasalalauga faʻasalalauga faʻatasi ma le sili atu ma le 250 faʻasalalauga taʻutaʻua eseese na faʻaaogaina e naʻo le faʻapipiʻiina o le pulega ma le faʻapipiʻiina. O lenei tufatufaga e faʻaaogaina ai faʻamatalaga faasaienisi, Aoaoina o masini talosaga, ma fa'agaioiga fa'amaumauga tetele e fa'atino ai su'esu'ega va'ai.
Mea taua
- Au'ili'iliga fa'apitoa, fa'aogaina o galuega, ma feso'ota'iga fa'amaumauga.
- Fa'afeso'ota'i puna'oa uma o fa'amaumauga e maua mai ai le tau sili mai fa'amaumauga.
- Fausia faʻataʻitaʻiga faʻataʻitaʻiga faʻataʻitaʻiga ma le Python, R, ma Jupyter Notebooks.
- Tu'ufa'atasi au fa'ata'ita'iga fa'ata'ita'i fa'ata'ita'i i totonu o polokalame i luga ole laiga atamai ma va'aiga va'ai fegalegaleai.
- Galulue fa'atasi uma 'au fa'asaienisi fa'amaumauga e fa'aaoga ai Anaconda.
3. R Siosiomaga Polokalame
O le si'osi'omaga R o lo'o fa'aogaina mo fa'amaumauga fa'akomepiuta ma ata. E tu'ufa'atasia ma tamo'e i luga o le tele o faiga fa'aoga e aofia ai UNIX, Windows, ma MAC OS. O lenei siosiomaga o loʻo i ai se aofaʻiga tele o mea faigaluega vaeluaga mo faʻamatalaga faʻamaumauga ma le faʻaaliga faʻataʻitaʻi o faʻamatalaga faʻamaumauga.
Mea taua
- E aofia ai le tele o fa'ata'ita'iga fa'afuainumera ma metotia fa'akalafi mo au'ili'iliga fa'apitoa.
- Lelei le taulimaina ma le teuina o faʻamaumauga.
- Se vaega o fa'alapotopotoga mo fa'asologa o fa'amaumauga lavelave ma au'ili'ili fa'afuainumera.
- Lagolago e maua i luga ole laiga mai le R community.
4. Scikit-Aʻoaʻo
Ole faletusi lea ole Masini A'oa'oga mo le gagana polokalame Python. E aofia ai fa'avasegaga eseese, toe fa'asolo, ma fa'aputuga algorithms e aofia ai le Lagolago Vector Machines (SVMs), vaomatua fa'afuase'i, ma k-means fa'aputuga lea e aoga tele mo fa'ata'ita'iga vavalo. Ae ui i lea, e manaʻomia le poto faʻalauteleina o polokalame ina ia mafai ai ona faʻatino auʻiliʻiliga faʻapitoa e faʻaaoga ai le Scikit-Learn.
Mea taua
- O le fa'afoeina o fa'amaumauga e aofia ai le fa'aalia o fa'amatalaga i foliga vaaia ma fa'asologa o fa'amaumauga, fa'atulagaina o fa'amaumauga i matrices fa'apitoa po'o veke fa'atatau.
- Ole numera o fa'avasegaga, fa'asologa, ma fa'aputuga fa'ata'ita'iga avanoa mo au'ili'iliga fa'apitoa.
- Fuafuaga sa'o e tele e su'e ai le fa'atinoga o fa'ata'ita'iga.
5. Weka Data Mining
O Weka o se fa'aputuga o masini a'oa'oina algorithms mo galuega fa'ata'ita'i va'ai tusia i Java. O nei algorithms e mafai ona faʻaoga saʻo i au faʻamatalaga pe valaʻau e faʻaaoga ai le Javascript. O metotia fa'amaumauga o fa'amaumauga na tu'uina mai e Weka e aofia ai le fa'aogaina o fa'amaumauga, fa'asologa muamua, ma fa'aaliga va'aia. E fa'aogaina fo'i e Weka fa'avasegaga, fa'asologa, ma fa'aputugā fa'ata'ita'iga mo au'ili'iliga fa'apitoa.
Mea taua
- Fa'asologa o fa'amatalaga ma faiga fa'aaliga.
- Fa'avasegaina o fa'amaumauga, toe fa'afo'i, ma fa'aputuga algorithms.
- Tulafono fa'asoso'oga lautele e va'ai ai aga i fa'amaumauga.
- Polokalame feavea'i ma fa'aoga avanoa e manatua ai.
6. Apache mahout
Se si'osi'omaga fa'apolokalame faigofie ma fa'alautele ma fa'ava'a mo le fauina o masini a'oa'oga algorithms e mafai ona fa'alautele ma fa'atino. O le siosiomaga e aofia ai le tele o Scala na faia muamua, Apache Spark, ma Apache Flint algorithms. O lenei si'osi'omaga o lo'o fa'aogaina ai le Samsara, o se fa'ata'ita'iga o le matematika e tutusa ma le gagana R o lo'o galue ile fua.
Mea taua
- Fa'amama fa'atasi e fausia faiga fa'atonu.
- Clustering ma fa'avasegaga algorithms mo fa'ata'ita'iga fa'ata'ita'i.
- Lagolagoina i taimi masani meataimi mo su'ega fa'amatalaga.
- Algebra fa'aogaina laina ma tufatufaina atu algebra optimizer mo su'esu'ega fa'afuainumera maualuga.
- Fausia algorithms e mafai ona fuaina mo au'ili'iliga va'ai.
7. GNU Toto
O lenei polokalame o lo'o fa'atusalia ai se gagana maualuga e fa'amoemoe mo fa'asologa numera. O lenei polokalame o lo'o i ai se fa'asologa o le numera mamana fa'atasi ai ma mea faigaluega fa'ata'oto ma va'aiga mo fa'amatalaga au'ili'ili maualuga. GNU Octave e fetaui ma MATLAB tusitusiga ma faiga faʻaoga e aofia ai GNU/Linux, MAC OS, ma Windows.
Mea taua
- O lo'o fausia i totonu ole 2D/3D fa'asologa o fa'amaumauga ma mea faigaluega fa'aaliga.
- Lagolagoina le tele o fa'amaumauga fa'amaumauga a le GNU mo fa'amaumauga fa'amaumauga.
- Fa'aoga le fa'ata'ita'iga vavalo e fa'atatau ile numera.
- Malosiaga e fa'atautaia MATLAB fa'ata'ita'iga fa'ata'ita'iga ma masini a'oa'oga algorithms.
8. SciPy
O se fa'aputuga o polokalame fa'avae Python e fa'aaogaina mo fa'amatalaga fa'apitoa ma fa'asaienisi. SciPy o loʻo faʻaalia ai pusa autu e maua ai meafaigaluega faʻakomepiuta mo Python. E fa'aogaina ai fa'amatalaga fa'apitoa e fa'atautaia ai fa'amatalaga ma fa'ata'ita'iga fa'ata'ita'i e aofia ai k tuaoi lata ane, vaomatua fa'afuase'i, ma fesoʻotaiga i tua.
SciPy o lo'o avanoa e pei o se Python faletusi i le tele o tufatufaga Python ma o se afifi i Anaconda.
Mea taua
- Modules mo optimization, algebra laina, tuufaatasia, interpolation, galuega faʻapitoa, FFT, ma ODE fofo.
- E ofoina atu galuega eseese mo faailoilo, ata, ma faʻamaumauga faʻamaumauga.
- Lagolago NumPy ma Matplot.
iʻuga
E tatau ona i ai nei sou manatu lelei e uiga i mea faigaluega faʻapitoa faʻamatalaga faʻamatalaga matala, a latou talosaga, ma pe faʻafefea ona latou faʻaogaina auala faʻapitoa e fai ai faʻamatalaga e ala i faʻamaumauga.
O meafaigaluega uma ua taʻua e matua saoloto lava e faʻaaoga ma avanoa mo tagata uma. Afai na e faʻaogaina muamua nei meafaigaluega, taʻu mai ia i matou lou poto masani i faʻamatalaga.
Tuua se tali