Maphunziro 12 pa intaneti mu Data Engineering

Malinga ndi Statista, pofika chaka cha 2025 kukula kwa msika waukulu wa data udzakula mpaka 175 zettabytes poyerekeza ndi 41 mu 2019 (ndandanda). Kuti mupeze ntchito m'munda uno, muyenera kumvetsetsa momwe mungagwiritsire ntchito ndi deta yayikulu yosungidwa mumtambo. Cloud4Y yalemba mndandanda wamaphunziro 12 olipidwa komanso aulere a uinjiniya wa data omwe angakulitse chidziwitso chanu m'munda ndipo akhoza kukhala poyambira panjira yanu yopita ku ziphaso zamtambo.

Maulosi

Kodi injiniya wa data ndi chiyani? Uyu ndi munthu yemwe ali ndi udindo wopanga ndi kusunga deta mu polojekiti ya Data Science. Maudindo angaphatikizepo kuonetsetsa kuti deta ikuyenda bwino pakati pa seva ndi kugwiritsa ntchito, kuphatikiza mapulogalamu atsopano owongolera deta, kukonza njira zoyambira, ndikupanga mapaipi a data.

Pali umisiri wambiri ndi zida zomwe wopanga ma data ayenera kuzidziwa bwino kuti azigwira ntchito ndi cloud computing, malo osungira deta, ETL (m'zigawo, kusintha, kukweza), etc. Komanso, chiwerengero cha luso lofunikira chikukula nthawi zonse, kotero wopanga deta amayenera kudzaza chidziwitso chake pafupipafupi. Mndandanda wathu umaphatikizapo maphunziro a oyamba kumene komanso akatswiri odziwa zambiri. Sankhani zomwe zikuyenera inu.

1. Chitsimikizo cha Uinjiniya wa Data Nanodegree Certification (Kuipa)

Muphunzira kupanga mitundu ya data, kupanga malo osungiramo data ndi nyanja za data, kupanga mapaipi a data ndikugwira ntchito ndi magulu osiyanasiyana a data. Kumapeto kwa pulogalamuyi, mudzayesa luso lanu latsopano pomaliza ntchito ya Capstone.

Nthawi: Miyezi 5, maola 5 pa sabata
Chilankhulo: Chingerezi
mtengo: $ 1695
mlingo: koyamba

2. Khalani Wotsimikizira Kainjiniya wa Data (Coursera)

Amaphunzitsa kuchokera ku maziko. Mutha kupita patsogolo pang'onopang'ono, pogwiritsa ntchito maphunziro ndi ntchito zamanja kuti mugwire ntchito pa luso lanu. Pamapeto pa maphunzirowa, mudzakhala okonzeka kugwira ntchito ndi ML ndi data yayikulu. Ndikofunikira kudziwa Python osachepera pamlingo wocheperako.

Nthawi: Miyezi 8, maola 10 pa sabata
Chilankhulo: Chingerezi
mtengo😕
mlingo: koyamba

3. Khalani Katswiri Wazinthu: Kudziwa Malingaliro (LinkedIn Kuphunzira)

Mukulitsa luso la uinjiniya wa data ndi luso la DevOps, kuphunzira kupanga mapulogalamu a Big Data, kupanga mapaipi a data, kukonza mapulogalamu munthawi yeniyeni pogwiritsa ntchito Hazelcast ndi database. Hadoop.

Nthawi: Zimatengera inu
Chilankhulo: Chingerezi
mtengo: mwezi woyamba - kwaulere
mlingo: koyamba

4. Maphunziro a Engineering Data (edX)

Nawa mapulogalamu angapo omwe amakudziwitsani zaukadaulo wama data ndikukuphunzitsani momwe mungapangire mayankho osanthula. Maphunziro amagawidwa m'magulu kutengera zovuta, kotero mutha kusankha imodzi molingana ndi zomwe mwakumana nazo. Pa maphunzirowa mudzaphunzira kugwiritsa ntchito Spark, Hadoop, Azure ndikuwongolera deta yamakampani.

Nthawi: Zimatengera inu
Chilankhulo: Chingerezi
mtengo: zimatengera maphunziro osankhidwa
mlingo: woyamba, wapakatikati, wapamwamba

5. Data Engineer (DataQuest)

Maphunzirowa ndi oyenera kutenga ngati muli ndi chidziwitso ndi Python ndipo mukufuna kukulitsa chidziwitso chanu ndikupanga ntchito yasayansi ya data. Mudzaphunzira momwe mungapangire mapaipi a data pogwiritsa ntchito Python ndi pandas, kukweza ma data akuluakulu mu database ya Postgres mutatha kuyeretsa, kusintha ndi kutsimikizira.

Nthawi: Zimatengera inu
Chilankhulo: Chingerezi
mtengo: zimatengera fomu yolembetsa
mlingo: woyamba, wapakatikati

6. Data Engineering ndi Google Cloud (Coursera)

Maphunzirowa akuthandizani kuti mukhale ndi luso lomwe mukufuna kuti mupange ntchito mu data yayikulu. Mwachitsanzo, kugwira ntchito ndi BigQuery, Spark. Mupeza chidziwitso chomwe mungafunikire kukonzekera chiphaso cha Google Cloud Professional Data Engineer chodziwika bwino.

Nthawi: miyezi 4
Chilankhulo: Chingerezi
mtengo: zaulere pakadali pano
mlingo: woyamba, wapakatikati

7. Data Engineering, Big Data pa Google Cloud Platform (Coursera)

Maphunziro osangalatsa omwe amapereka chidziwitso chothandiza cha machitidwe opangira ma data mu GCP. M'kalasi, muphunzira momwe mungapangire machitidwe musanayambe ntchito yachitukuko. Kuphatikiza apo, mudzasanthulanso zonse zomwe zidasanjidwa komanso zosasinthika, kugwiritsa ntchito makulitsidwe odziyimira pawokha, ndikugwiritsa ntchito njira za ML kuti mutenge zambiri.

Nthawi: miyezi 3
Chilankhulo: Chingerezi
mtengo: zaulere pakadali pano
mlingo: woyamba, wapakatikati

8. UC San Diego: Big Data Specialization (Coursera)

Maphunzirowa amachokera pakugwiritsa ntchito ndondomeko ya Hadoop ndi Spark ndikugwiritsa ntchito njira zazikuluzikulu za deta pa ndondomeko ya ML. Muphunzira zoyambira kugwiritsa ntchito Hadoop ndi MapReduce, Spark, Nkhumba, ndi Hive. Phunzirani momwe mungapangire zitsanzo zolosera ndikugwiritsa ntchito ma analytics a graph kuti muyese zovuta. Chonde dziwani kuti maphunzirowa safuna zinachitikira mapulogalamu.

Nthawi: Miyezi 8 maola 10 pa sabata
Chilankhulo: Chingerezi
mtengo: zaulere pakadali pano
mlingo: koyamba

9. Kusunga Zambiri Ndi Apache Spark ndi Python (Udemy)

Muphunzira momwe mungagwiritsire ntchito mawonekedwe amtsinje ndi mafelemu a data mu Spark3, ndikumvetsetsa momwe mungagwiritsire ntchito ntchito ya Amazon Elastic MapReduce kuti mugwire ntchito ndi gulu lanu la Hadoop. Phunzirani kuzindikira zovuta pakusanthula kwakukulu kwa data ndikumvetsetsa momwe malaibulale a GraphX ​​amagwirira ntchito ndikusanthula maukonde ndi momwe mungagwiritsire ntchito MLlib.

Nthawi: Zimatengera inu
Chilankhulo: Chingerezi
mtengo: kuchokera ku ma ruble 800 mpaka $149,99 (malingana ndi mwayi wanu)
mlingo: woyamba, wapakatikati

10. PG Program mu Big Data Engineering (upGrad)

Maphunzirowa akuthandizani kumvetsetsa momwe Aadhaar amagwirira ntchito, momwe Facebook imasinthira nkhani, komanso momwe Data Engineering ingagwiritsire ntchito nthawi zonse. Mitu yofunikira idzakhala kukonza deta (kuphatikiza kukonza nthawi yeniyeni), MapReduce, kusanthula kwakukulu kwa data.

Nthawi:mwezi 11
Chilankhulo: Chingerezi
mtengo: pafupifupi $3000
mlingo: koyamba

11. Katswiri wa Zasayansi (luso bokosi)

Muphunzira kupanga pulogalamu ku Python, phunzirani momwe mungaphunzitsire ma neural network Tensorflow ndi Keras. Phunzirani nkhokwe za MongoDB, PostgreSQL, SQLite3, phunzirani kugwira ntchito ndi malaibulale a Pandas, NumPy ndi Matpotlib.

Nthawi: Maola 300 ophunzitsidwa
Chilankhulo: Chirasha
mtengo: miyezi isanu ndi umodzi yaulere, ndiye ma ruble 3900 pamwezi
mlingo: koyamba

12. Data Engineer 7.0 (New Professions Lab)

Mudzalandira kafukufuku wozama wa Kafka, HDFS, ClickHouse, Spark, Airflow, kamangidwe ka lambda ndi kappa kamangidwe. Muphunzira momwe mungalumikizire zida wina ndi mzake, kupanga mapaipi, kupeza njira yoyambira. Kuti muphunzire, kudziwa pang'ono za Python 3 ndikofunikira.

Nthawi: Maphunziro 21, masabata 7
Chilankhulo: Chirasha
mtengoMtengo: kuchokera ku 60 mpaka 000 rubles
mlingo: koyamba

Ngati mukufuna kuwonjezera maphunziro ena abwino pamndandanda, mutha kulembetsa mu ndemanga kapena mu PM. Tisintha positi.

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Source: www.habr.com