M'ndandanda wazopezekamo[Bisani][Show]
Ngati ndinu Machine Learning, Artificial Intelligence, kapena okonda sayansi ya makompyuta, mwina mumamvetsetsa mfundoyi komanso kufunikira kwa data kuti muthandizire kukonza dongosolo kapena ntchito yomwe mwapatsidwa.
Zimphona zazikulu zaukadaulo ndi makampani akumayiko osiyanasiyana amagwiritsa ntchito kuchuluka kwa data kuti apititse patsogolo luso lamakasitomala ndi ntchito yawo yonse potengera njira zapamwamba zanzeru zamabizinesi kuti amvetsetse zomwe akudziwa. Imodzi mwa njira zomwe zikuwonekera komanso zofunika kwambiri zimatchedwa kusanthula kwamtsogolo.
Nkhaniyi imadutsa pamalingaliro a zida zolosera za analytics, kugwiritsa ntchito kwawo, ndi zitsanzo zingapo za gwero lotseguka zida zomwe mungagwiritse ntchito!
Kodi Predictive Analytics Tools ndi chiyani?
Zida zolosera zam'tsogolo ndi mapulogalamu omwe amazindikira machitidwe ndi zomwe zikuchitika posanthula ndi kuchotsa zambiri kuchokera mu data yomwe ilipo. Zida zimenezi zimagwiritsa ntchito njira zosiyanasiyana zowerengera kuphatikizapo migodi ya deta, kuwonetseratu zam'tsogolo, ndi Kuphunzira Kwamakina kusanthula deta yomwe yaperekedwa ndikulosera.
Zidazi zitha kugwiritsidwa ntchito kuti zimvetsetse momwe ogula amachitira komanso zomwe zimachitika m'mbuyomu kuti apange dongosolo lanthawi yake kuti awonjezere phindu ndi kupambana kwa ntchito yomwe wapatsidwa.
Mapulogalamu a Predictive Analytics
Pali zambiri zogwiritsira ntchito zida zolosera zam'tsogolo zomwe zimasiyanasiyana m'magawo angapo, kuphatikiza:
E-malonda
- Kusanthula deta yamakasitomala ndikuyika anthu m'magulu malinga ndi zomwe amakonda kugula ndikulosera ngati maguluwa angagule zinthu.
- Kulosera Kubwereranso Kwa Investment (ROI) yamakampeni otsatsa omwe akutsata.
- Kusonkhanitsa deta kuchokera m'masitolo apamwamba a pa intaneti monga Amazon Marketplace.
Media Social Marketing
- Kukonzekera mtundu ndi mtundu wazinthu zomwe mungatumize.
- Kuneneratu tsiku ndi nthawi yabwino yotumizira zomwe zaperekedwa.
- Kusamalira Zotsatsa za Google ndi zotsatsa zonse.
Mabanki ndi Inshuwalansi
- Kupeza ma credit ratings.
- Kuzindikira zochita zachinyengo.
Chisamaliro chamoyo
- Kuyang'anira thanzi lonse.
- Kuzindikira zizindikiro zoyambirira za matenda mwa munthu.
opanga
- Kuwongolera zinthu ndi ma chain chain.
- Kuthandizira pakutumiza ndi kukwaniritsa.
Zida za Open-Source Predictive Analytics
1. Orange Data Mining
Orange ndi chida chowonera deta ndi kusanthula chomwe chimachita zolosera kudzera pamapulogalamu owonera kapena Python scripting. Chida ichi chimatumizidwa kunja ngati laibulale ya Python ndipo chimaphatikizapo zigawo za Kuphunzira Makina, bioinformatics, zolemba zolemba, ndi zina zowunikira deta.
zinthu zikuluzikulu
- Zimagwirizana kuyang'ana kwazinthu ndi mawonekedwe owonetsera.
- Zimaphatikizanso mapulogalamu owonera.
- Zojambula Zopangira Canvas Chiyankhulo cha Mtumiki (GUI) imapangitsa kuti ikhale yosavuta kugwiritsa ntchito kwa oyamba kumene.
- Kutha kuchita zosavuta komanso zovuta kusanthula deta.
2. Anaconda
Pulatifomu yogawa ya sayansi ya Python ndi R yokhala ndi mapaketi opitilira 250 otchuka omwe amagwiritsidwa ntchito kungoyang'anira ndikutumiza. Kugawa uku kumagwiritsa ntchito sayansi ya data, Kuphunzira Makina mapulogalamu, ndi kukonzanso kwakukulu kwa data kuti achite zolosera zam'tsogolo.
zinthu zikuluzikulu
- Ma analytics apamwamba, kugwiritsa ntchito kayendedwe ka ntchito, ndi kulumikizana kwa data.
- Lumikizani magwero onse a data kuti mutenge mtengo wochulukirapo kuchokera ku data.
- Pangani zitsanzo zolosera zam'tsogolo ndi Python, R, ndi Jupyter Notebooks.
- Phatikizani mitundu yanu yolosera zam'tsogolo kukhala mapulogalamu anzeru apaintaneti ndi zowonera mwanzeru.
- Gwirani ntchito m'magulu onse a sayansi ya data pogwiritsa ntchito Anaconda.
3. R Software Environment
Chilengedwe cha R chimagwiritsidwa ntchito powerengera ma computing ndi zithunzi. Imaphatikiza ndikuyendetsa pamakina osiyanasiyana ogwiritsira ntchito kuphatikiza UNIX, Windows, ndi MAC OS. Chilengedwechi chili ndi zida zambiri zapakatikati zowunikira deta komanso kuwonetsa zojambulajambula za kusanthula deta.
zinthu zikuluzikulu
- Mulinso mitundu yosiyanasiyana ya ziwerengero ndi njira zowonetsera zowoneratu.
- Malo ogwira ntchito ogwira ntchito ndi kusunga deta.
- Gulu la operekera mawerengero ovuta amitundu yosiyanasiyana ndi ma analytics a statistical.
- Thandizo likupezeka pa intaneti kuchokera ku gulu la R.
4. Scikit-Phunzirani
Ili ndi laibulale Yophunzirira Makina yachilankhulo cha pulogalamu ya Python. Zimaphatikizapo magulu osiyanasiyana, kusinthika, ndi ma algorithms ophatikizira kuphatikiza Makina a Support Vector (SVMs), nkhalango zosasinthika, ndi njira za k-njira zomwe ndizothandiza kwambiri pakulosera. Komabe, chidziwitso chapamwamba cha mapulogalamu chikufunika kuti muthe kuchita zolosera pogwiritsa ntchito Scikit-Learn.
zinthu zikuluzikulu
- Kusamalira deta motsogola kumaphatikizapo kuwonetsa deta m'mawonekedwe ndi ma tabular, kusanja deta kukhala matrices kapena ma vector omwe mukufuna.
- Mitundu ingapo yamagulu, kutsika, ndi kusanja komwe kulipo pakuwunika zolosera.
- Ma metrics angapo olondola kuyesa magwiridwe antchito amitundu.
5. Weka Data Mining
Weka ndi gulu la Machine Learning ma algorithms a ntchito zolosera zam'tsogolo zolembedwa ku Java. Ma aligorivimuwa atha kugwiritsidwa ntchito ku data yanu mwachindunji kapena kuyitanidwa pogwiritsa ntchito Javascript. Njira zowunikira ma data zoperekedwa ndi Weka zikuphatikiza migodi ya data, kukonzanso, ndi njira zowonera. Wekanso amagwiritsa ntchito mitundu, kusinthika, ndi mitundu yophatikizira pazowunikira zolosera.
zinthu zikuluzikulu
- Njira zokonzeratu deta komanso zowonera.
- Kugawika kwa data, kusinthika, ndi ma algorithms ophatikizika.
- Malamulo ophatikizana owonjezera kuti athe kulosera zomwe zikuchitika mu data.
- Kunyamula ndi kukumbukira malo ochezeka mapulogalamu.
6. Apache woyang'anira
Malo osavuta komanso owonjezera opangira mapulogalamu ndi chimango chomangira ma algorithms osavuta komanso ochita bwino a Machine Learning. Chilengedwecho chimaphatikizapo ma algorithms angapo opangidwa kale a Scala, Apache Spark, ndi Apache Flint. Chilengedwechi chimagwiritsa ntchito Samsara, kuyesa masamu vekitala ofanana ndi chilankhulo cha R chomwe chimagwira ntchito pamlingo.
zinthu zikuluzikulu
- Kusefa kogwirizana kuti mupange machitidwe opangira.
- Clustering and classification algorithms for predictive modelling.
- Imathandizira kusungitsa nthawi kwazinthu pafupipafupi pakuchotsa kwapa data.
- Linear algebra opareta ndi wogawa algebra optimizer kuti apeze zowerengera zapamwamba.
- Amapanga ma scalable algorithms a predictive analytics.
7. GNU Octave
Pulogalamuyi ikuyimira chilankhulo chapamwamba chomwe chimapangidwira kuwerengera manambala. Pulogalamuyi ili ndi mawu amphamvu opangidwa ndi masamu okhala ndi zida zopangira chiwembu komanso zowonera pazowunikira zapamwamba. GNU Octave imagwirizana ndi zolemba za MATLAB ndi makina ogwiritsira ntchito kuphatikiza GNU/Linux, MAC OS, ndi Windows.
zinthu zikuluzikulu
- Zomangidwa mu 2D/3D zopangira ma data ndi zida zowonera.
- Imathandizira ma phukusi angapo a GNU owerengera deta.
- Amagwiritsa ntchito math-oriented predictive modelling.
- Kutha kuyendetsa mitundu yolosera za MATLAB ndi ma algorithms a Machine Learning.
8. SciPy
Kutolere kwa mapulogalamu otseguka a Python omwe amagwiritsidwa ntchito paukadaulo waukadaulo ndi sayansi. SciPy imakhala ndi mapaketi oyambira omwe amapereka zida zamakompyuta za Python. Zimagwiritsa ntchito njira zotsogola zoyendetsera deta ndi mitundu yolosera kuphatikiza k oyandikana nawo wapafupi, nkhalango yosasinthika, ndi mawindo a neural.
SciPy imapezeka ngati a Laibulale ya Python m'magawo ambiri a Python ndipo ndi phukusi ku Anaconda.
zinthu zikuluzikulu
- Ma module a kukhathamiritsa, linear algebra, kuphatikiza, kutanthauzira, ntchito zapadera, FFT, ndi ODE solvers.
- Amapereka ntchito zosiyanasiyana zowonetsera, zithunzi, ndi kukonza deta.
- Imathandizira NumPy ndi Matplot.
Kutsiliza
Muyenera tsopano kukhala ndi lingaliro labwino la zida zowunikira zolosera zotseguka, ntchito zawo, ndi momwe amagwiritsira ntchito njira zapamwamba zolosera kudzera mu data.
Zida zonse zomwe zatchulidwazi ndi zaulere kugwiritsa ntchito ndipo zimapezeka kwa aliyense. Ngati mudagwiritsapo ntchito zida izi m'mbuyomu, tiuzeni zomwe mwakumana nazo mu ndemanga.
Siyani Mumakonda