Zviri Mukati[Viga][Ratidza]
Kana iwe uri Muchina Kudzidza, Artificial Intelligence, kana komputa sainzi anofarira, iwe unogona kunzwisisa iyo pfungwa uye kudiwa kwedata kubatsira kuvandudza yakapihwa sisitimu kana sevhisi.
Tech hofori nemakambani epasi rose anoshandisa mavhoriyamu makuru edhata kusimudzira ruzivo rwevatengi uye yavo yese mhando yebasa nekutora matekiniki epamusoro ehungwaru hwebhizinesi kuita pfungwa yedata ravo. Imwe yemaitiro ari kubuda uye akanyanya kukosha anonzi anofanotaura analytics.
Ichi chinyorwa chinoenda pamusoro pepfungwa yekufungidzira analytics maturusi, mashandisiro azvo, uye akati wandei mienzaniso ye pachena-mabviro zvishandiso zvaunogona kushandisa!
Chii chinonzi Predictive Analytics Zvishandiso?
Predictive analytics maturusi software inoona mapatani uye mafambiro nekuongorora uye kutora ruzivo kubva kune iripo dataset. Zvishandiso izvi zvinoshandisa nzira dzakasiyana siyana dzechiverengero dzinosanganisira kuchera data, kufanofembera modhi, uye Kudzidza Muchina kuongorora data rakapihwa uye kufanotaura.
Zvishandiso izvi zvinogona kushandiswa kuita manzwisisiro emaitiro evatengi uye mafambiro ekare kugadzira hurongwa hwenguva yakatarwa yekuwedzera purofiti uye kubudirira kwesevhisi yakapihwa.
Zvishandiso zvePredictive Analytics
Kune akawanda maapplication ekufungidzira analytics maturusi ayo anotenderera pamusoro akati wandei minda, kusanganisira:
E-commerce
- Kuongorora data revatengi kuunganidza vanhu zvichibva pane zvavanoda kutenga uyezve kufanotaura mukana wemapoka aya kutenga zvigadzirwa.
- Kufanotaura Kudzoka Kwekudyara (ROI) yeakanangwa ekushambadzira mishandirapamwe.
- Kuunganidza data kubva kuzvitoro zvepamhepo zvepamhepo seAmazon Marketplace.
Social Media Marketing
- Kuronga mhando uye mhando yezvinyorwa zvekutumira.
- Kufanotaura zuva rakanakisa uye nguva yekutumira izvo zvakapihwa.
- Kubata Google Ads uye kushambadza zvakazara.
Banking uye Inishuwarenzi
- Kuongorora kiredhiti ratings.
- Kuona mabasa echitsotsi.
Nezveutano
- Kuongorora hutano mune zvese.
- Kuziva zviratidzo zvekutanga zvezvinetso zvehutano mumunhu.
Manufacturing
- Kugadzirisa inventory uye cheni dzekugovera.
- Kubatsira mukutumira uye kuzadzisa maitiro.
Open-Source Predictive Analytics Zvishandiso
1. Orange Data Mining
Orange iratidziro yedata uye analytics chishandiso chinoita kufanotaura analytics kuburikidza nekuona hurongwa kana Python scripting. Iyi kit kit inotengeswa kunze seraibhurari yePython uye inosanganisira zvikamu zve Machine Learning, bioinformatics, zvinyorwa zvemigodhi, uye mamwe maitiro ekuongorora data.
Key zvinhu
- Interactive kuona data uye graphical inomiririra zvinhu.
- Inosanganisira zvirongwa zvekuona.
- Canvas-based Graphical User Interface (GUI) inoita kuti zvive nyore kushandisa kune vanotanga.
- Kugona kuita nyore uye kwakaoma data analytics.
2. Anaconda
Yakavhurika-sosi data sainzi Python uye R yekugovera chikuva ine anopfuura mazana maviri nemakumi mashanu akasiyana mapakeji anozivikanwa anoshandiswa kungorongedza manejimendi uye kutumira. Uku kugovera kunoshandisa data sainzi, Machine Learning maapplication, uye hukuru-hukuru hwekugadzirisa data kuita fungidziro yekuongorora.
Key zvinhu
- Yepamberi analytics, kushandiswa kwekufambiswa kwebasa, uye kusangana kwedata.
- Batanidza zvese zvinyorwa zvedata kuti ubvise kukosha kwakanyanya kubva kudata.
- Gadzira ekufungidzira analytic modhi nePython, R, uye Jupyter Notebooks.
- Batanidza ako ekufungidzira ekuongorora mamodhi mune akangwara ewebhu maapplication uye anodyidzana maonesheni.
- Batira pamwe pazvikwata zvese zvesainzi yedata uchishandisa Anaconda.
3. R Software Nzvimbo
Iyo R nharaunda inoshandiswa kune statistical computing uye magirafu. Inounganidza uye inomhanya pane akasiyana masisitimu anoshanda anosanganisira UNIX, Windows, uye MAC OS. Iyi nharaunda ine muunganidzwa wakakura wezvishandiso zvepakati zve data analytics uye graphical kuratidzwa kwe data analytics.
Key zvinhu
- Inosanganisira akasiyana ezviverengero modhi uye graphical matekiniki ekufungidzira analytics.
- Inoshanda data kubata uye kuchengetedza zvivakwa.
- Sutu yevashandisi veakaomesesa data array macalculations uye statistical analytics.
- Tsigiro inowanikwa online kubva kuR nharaunda.
4. Scikit-Dzidza
Iyi iraibhurari yeMuchina Yekudzidza yePython programming mutauro. Inosanganisira kwakasiyana kupatsanurwa, kudzoreredza, uye kubatanidza algorithms anosanganisira Tsigira Vector Machines (SVMs), masango asina kurongeka, uye k-zvinoreva kubatanidza izvo zvinobatsira zvakanyanya kufembera modhi. Nekudaro, ruzivo rwepamusoro hurongwa hunodiwa kuti ukwanise kuita zvekufungidzira analytics uchishandisa Scikit-Dzidza.
Key zvinhu
- Yepamberi yekubata data inosanganisira kuratidza data mune inooneka uye tabular fomu, kuronga data kuita matrices emhando kana mavheti anotangwa.
- Huwandu hwemhando, kudzoreredza, uye kubatanidza modhi inowanikwa yekufungidzira analytics.
- Multiple accuracy metrics yekuyedza kufanotaura modhi maitiro.
5. Weka Data Mining
Weka muunganidzwa weMachina Kudzidza algorithms ekufungidzira ekufananidzira mabasa akanyorwa muJava. Aya maalgorithms anogona kuiswa kune yako data zvakananga kana kunzi uchishandisa Javascript. Iyo data analytics nzira dzakapihwa naWeka dzinosanganisira kuchera data, preprocessing, uye maitiro ekuona. Weka zvakare inoshandisa kurongedza, kudzoreredza, uye kubatanidza modhi yekufungidzira analytics.
Key zvinhu
- Data preprocessing uye visualization matekiniki.
- Data classification, regression, uye clustering algorithms.
- Mitemo yakawedzera yekudyidzana kufanotaura mafambiro mu data.
- Inotakurika uye yekurangarira nzvimbo-inoshamwaridzika software.
6. Apache mahout
Iyo yakapfava uye yakawedzera hurongwa nharaunda uye sisitimu yekuvaka scalable uye inoita Machine Kudzidza algorithms. Iyo nharaunda inosanganisira akati wandei ekare akagadzirwa Scala, Apache Spark, uye Apache Flint algorithms. Nzvimbo iyi inoshandisa Samsara, kuyedza kwemasvomhu kwakafanana nemutauro weR unoshanda pamwero.
Key zvinhu
- Kusefa kwakabatana kuvaka masisitimu ekurudziro.
- Clustering uye kupatsanura algorithms yekufungidzira modhi.
- Inotsigira kazhinji zvinhu zvigadziriso nguva yepamberi yekubvisa data.
- Linear algebra opareta uye yakagovera algebra optimizer ye advanced statistical analytics.
- Inovaka scalable algorithms yekufungidzira analytics.
7. GNU Octave
Iyi software inomiririra mutauro wepamusoro-soro wakagadzirirwa kuverenga nhamba. Iyi software ine syntax ine simba-yakatarisana nemasvomhu ine yakavakirwa-mukati kuronga uye kuona maturusi epamusoro data analytics. GNU Octave inoenderana neMATLAB zvinyorwa uye masisitimu anoshanda anosanganisira GNU/Linux, MAC OS, uye Windows.
Key zvinhu
- Yakavakwa-mu 2D/3D data kuronga uye kuona maturusi.
- Inotsigira akati wandei eGNU manhamba epakeji ye data analytics.
- Inoshandisa math-oriented predictive modeling.
- Kugona kumhanya MATLAB fungidziro modhi uye Machine Kudzidza algorithms.
8. SciPy
Muunganidzwa weyakavhurika-sosi Python-yakavakirwa software inoshandiswa kune tekinoroji nesainzi komputa. SciPy inoratidzira mapeji epakati ayo anopa maturusi emakomputa ePython. Inoshandisa nzira dzepamusoro dzekubata data uye mamodheru ekufungidzira anosanganisira k muvakidzani wepedyo, sango risingaite, uye neural networks.
SciPy inowanikwa sea Python library mune zvakawanda zvekugovera Python uye ipakeji muAnaconda.
Key zvinhu
- Mamodule ekugadzirisa, mutsara algebra, kusanganisa, kududzira, akakosha mabasa, FFT, uye ODE solvers.
- Inopa akasiyana mabasa echiratidzo, mufananidzo, uye kugadzirisa data.
- Inotsigira NumPy uye Matplot.
mhedziso
Iwe unofanirwa ikozvino kuve nepfungwa yakanaka nezve yakavhurika sosi yekufungidzira analytics maturusi, mashandisiro avo, uye mashandisiro avanoita matekiniki epamusoro kuita fungidziro kuburikidza nedata.
Ese maturusi ataurwa akasununguka zvachose kushandisa uye anowanikwa kune wese munhu. Kana wakamboshandisa maturusi aya kare, tizivise nezve chiitiko chako mumashoko.
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