F rasek knt tfrjt f video dyalek dyal anaho preparation dyal lexam b 15 jrs manaf3ach o dak nhar nit knt tsjlt bach ndwz examen de langue allemande o deja knt chhal hada preparit tcf ghir 15 jrs o jbto walakinn almaniya hajaa khraa db lyomaa wslni l résultat dyal langue allemande o manjhtech hhhhh mchat 2000dh 😂😂😂lah ikhlelff hhhh
Thanks for empowering the tech community locally bro, but let me give a quick explanation of each of these jobs: - Data analyst: Uses available data to extract insights from data - Data engineer: Makes data ingestion processes (cleaning, consumption, extraction), well the data processing underlying infrastructure - Data scientist: Analyses the data the same as the data analyst, but can provide insights that might not be extracted implicitly from the data, meaning by that he provides insights and predictions that cannot be extracted from the data using SQL or any other direct extraction method, but he applies mathematical models to generate insights
@@amineamari2784 for sure, data is everything but the issue is at least for data analysis, it will be easily replaced by AI in the near future. Data engineering and science are a bit harder to replace by AI, since they need detailed descriptions of the business needs that can't be easily produced by business people. By business people, I mean product owners / business analysts who are usually lazy to describe the needs in detail or just incompetent. But for data analysis, the queries are usually easy to be written and an AI can easily grasp them as prompts.
Bzaf dyal l akhta2 3la domain li normalement makhasch dwi fihum ila wa la knti vraiment katfhm f domain, specially ach dwiti 3la anak ghadi t7taj chei dyal lmath, as a data science student f US bghit ngolik bli l math huwa kulchi
dk l3iba li galti flwl ra data analytic ama data engineer huwa li kayajma3 dk data asln yamia site web ya ima des detecteurs o huwa li kay automatisi hdchi b les ETL ol pipelines, ima data scientist kaychad dik data li 3tahalu data engineer o kaykharajna chi model kaydir chi hj prediction ola classification ola bzff dyl la7wayaj
بزاف ديال المغالطات + كاتبين الامور سهلة وبسيطة لواحد الدرجة لايمكن . First there are a lot of differences between a data engineer and a data scientist ldarajat n9drou n9oulou blli houma deux domaine différents . Bach tkoun un data scientist 5sha tkoun 3ndk wa7d la base kbiiira flmath(ktr mn ay domaine a5or f IT) li t5lik 9adr t9ra lproba ou statistique (deux branches f lmath li machi sahlin) ou tmaitrisihoum mzyaaan bach t9dr tfhm les algos dyal lmachine ou deep learning + 5s ykoun 3ndk wa7d l'esprit analytique harb bach t9dr tinterpreter les resultats obtenus ou tjustifier le choix dyal votre model. python sql R.... sont seulement des outils li ay3awnouk , ou n9drou n9oulou bli kaychklou la partie la plus facile f l processus dyal l'apprentissage. Allah lmou3in
Had lhadra li tigolha tikon 3omro khdem ni data engineer ni data scientist o n7lef ila rak ba9i f cycle, ta PFE ba9i madrteh. Nhar ghatkhdem ghatwli tfham bli les limite kiblurri and there is no black and white f marché. Wldi mli tkon mafahmch sma3 li kbir elik ra ghayfidk o matghaltch m3ak bnadem li baghi yt3alm. Hadchi machi bach nhatmek bch nhtek f perspective o manghaltch m3ak bnadem
@@ForbongBong-z7y sat ma9oulti walo , ah ana ba9i kan9ra sara7a stajat li dert kan fihoum data eng bou7do o ds bou7do , mafhmtkch chnou bghitit t9oul bdabt zid chr7 svp + makayn lach tkoun agressive assat
90% dyl les informations li kaynin db rahuma non structurees, machi des tableaux mais plus tot des fichiers json, cml, html ..., lhad sabab khraj NOSQL
12.41 khy 3tman wash dak site li tal3 fhad d9i9a fih hadshi li kadwi 3lih? mini jeux w les exercises fel algo ect... 7it wakha kaythtto fel les interviews w makay tst3mlosh fel coding kayb9aw mohimmin men na7iyat tari9a w logique bash katfker.. lah ishl 3lik lamajwbni, shokran
Ra galek data scientist o data engineer maaachi data analyst. O hiyd dek l39liya dwalou t9lb fin Ider bnadem chi khata bsit Bach tbiyn fiha rassek fahm ok broo 😂😂
شكرا على نصائح ، مهم أنا كنقرى dev Mobile فالISTA لعام تاني عندي ، ولاكين ديما كيجيني تخوف من شنو غايطرا غاش غانشد ديبلوم لبطالة ، ضغط ديال لواليدين ، ماكرهتكش طرق لبحال هاذ لماواضيع فستريمات جايا.
Ila kent dev mobile 7awel t mitriser wa7ed men had auj swa android b java swa ios b swift ,khdem des projets avancée xwiya matal xi 7aja dyal geolocalisation wla xi ma3bat haka wincha2mah raykun kher
Salut monsieur j'espère que vous allez bien... Ana 7aliyan étudiant master analyse économique et modélisation fsjes souissi Kin9raw statistiques, économétrie, les logiciels b7al R eviews spss, aussi kin9raw l'analyse des données, Kinsme3 bezaf 3la domaine dyal data analyst obli fiha mosta9bal, Kinden data analyst 9riba l master likin9rah, bghitk twjhni mlin nbda nt3lmha omlin nakhed des certificats fiha ???? Merci bezaf 3la les informations likit3tina 🙏❤️
3arfhum mkhtalfin mais rah kitla9aw fchi l3ybat okikhdmo m3a b3dyathum as well as bi analyst o data engineer, Ana concerned about the whole field, bghit chi he'd nt3awnu m3a b3dyatna MN nahyat tools, knowledge Ola projects.
hhhhhhhhh lkhot layr7em lwalidin bghito tkono influecers chghlkom hadak walakin bach tb9aw gher tchyro w tghlto bnadem mkayn lach, yla knti katfhem fchi haja hder fiha, makntich katfhem fiha skot, hadak li smitih dev kijme3 data w kidirha f des tableaux, rah hadak howa data engineer, data analyst howa li kidir dok rossomat w dok l3ibat li glti ama data scientist a khoya rah khedmto howa y buildi AI models bach ydir predictions wla classifications selon le besoin, blan akher, howa 90% dial data tablowat rah makaynach, data engineer kit3amel m3a bzaf dial sources dial data, chi mrat t9der tkon tableau, mais aghlab lmrat katkon non structurée, par exemple tsawer, les audios, des pages web etc... so yeah lots of confusions in this video, hope you admit it and appologize for your followers
@@nobbylaggygamer6585 sat I don't care. If I want to learn something kanmchi n9raha machi kantfrej f stream w matfrejtch ta f video dyalo I just saw your comment and you are putting much energy f walo
Thanks bro, I have a question what is your opinion about coursera certifications for data analyst ? wach mo3taraf bihom ? sinon 3tini some source fihom certification mo3taraf bihom, thanks
F rasek knt tfrjt f video dyalek dyal anaho preparation dyal lexam b 15 jrs manaf3ach o dak nhar nit knt tsjlt bach ndwz examen de langue allemande o deja knt chhal hada preparit tcf ghir 15 jrs o jbto walakinn almaniya hajaa khraa db lyomaa wslni l résultat dyal langue allemande o manjhtech hhhhh mchat 2000dh 😂😂😂lah ikhlelff hhhh
Always listen to daddy eruine
@@othmanesafsafi سمعا وطاعة
Goethe und ÖSD
غا نصابة ايبقاو يسقطوك كل مرة ف موديل
سيري دوزي ف Telc
@@lessanAlDadd Goethe ila knti mwjed a7sen institut t9der dwez fiha
@@ThisIsMeR1
كنت دوزت فيها B2 ف 2018 دابا ولاو فيهم لمساوس كيسقطو بنادم بلعاني ولاكنتي كتقرا عندهم كتنجح فكلشي من أول مرة
والله الى احبك في الله شكرا بزاف غلى اي حاجة ااقولها باش تفيد شباب
Thanks for empowering the tech community locally bro, but let me give a quick explanation of each of these jobs:
- Data analyst: Uses available data to extract insights from data
- Data engineer: Makes data ingestion processes (cleaning, consumption, extraction), well the data processing underlying infrastructure
- Data scientist: Analyses the data the same as the data analyst, but can provide insights that might not be extracted implicitly from the data, meaning by that he provides insights and predictions that cannot be extracted from the data using SQL or any other direct extraction method, but he applies mathematical models to generate insights
Do you think that this field will remain in demand in the job market in the future?
@@amineamari2784 for sure, data is everything but the issue is at least for data analysis, it will be easily replaced by AI in the near future.
Data engineering and science are a bit harder to replace by AI, since they need detailed descriptions of the business needs that can't be easily produced by business people.
By business people, I mean product owners / business analysts who are usually lazy to describe the needs in detail or just incompetent.
But for data analysis, the queries are usually easy to be written and an AI can easily grasp them as prompts.
Thanks Othmane..❤ j ai 35 déjà j ss un comptable et j au étudié python pour devenir un data analyst . Yours advices are very utile
بصح
Othman bghit chi domaine li m7taj algorithmique bzaf mo9aranatan b les domaines/5dami a5rin w 3yiiiit ma n9eleb walo
Bzaf dyal l akhta2 3la domain li normalement makhasch dwi fihum ila wa la knti vraiment katfhm f domain, specially ach dwiti 3la anak ghadi t7taj chei dyal lmath, as a data science student f US bghit ngolik bli l math huwa kulchi
dk l3iba li galti flwl ra data analytic ama data engineer huwa li kayajma3 dk data asln yamia site web ya ima des detecteurs o huwa li kay automatisi hdchi b les ETL ol pipelines, ima data scientist kaychad dik data li 3tahalu data engineer o kaykharajna chi model kaydir chi hj prediction ola classification ola bzff dyl la7wayaj
Khuya nta data analyst?
From my experience you need bachelor degree in CS as a base and then try to get atleast one certification from coursera .
Indeed 👍🏽
Statistics + calculus + algebra + math... Khessek tched hado, bach t9der t3ref ina model ghaddir, regression + classification... Muhim
شكرا اخاي مروان كنتمنى تزيد تهضر فهاد المواضع اتهضر عامة ماشي غا على داطا
Video 3aaamr b information nadyy, thanks maan ❤️
زوينة هاد فواكه و خصر هههه
بزاف ديال المغالطات + كاتبين الامور سهلة وبسيطة لواحد الدرجة لايمكن .
First there are a lot of differences between a data engineer and a data scientist ldarajat n9drou n9oulou blli houma deux domaine différents . Bach tkoun un data scientist 5sha tkoun 3ndk wa7d la base kbiiira flmath(ktr mn ay domaine a5or f IT) li t5lik 9adr t9ra lproba ou statistique (deux branches f lmath li machi sahlin) ou tmaitrisihoum mzyaaan bach t9dr tfhm les algos dyal lmachine ou deep learning + 5s ykoun 3ndk wa7d l'esprit analytique harb bach t9dr tinterpreter les resultats obtenus ou tjustifier le choix dyal votre model. python sql R.... sont seulement des outils li ay3awnouk , ou n9drou n9oulou bli kaychklou la partie la plus facile f l processus dyal l'apprentissage. Allah lmou3in
Donc li ma3endouch mea les maths ou ki3jbo had domaine ghir ymchi ytkemmech yak ? Hhhhh
machine learning o artifcal intelgant kayhtaj lmath ketr mno
@@youssef-nbd sat bach tkoun data scientist 7sk tkoun nadi f AI ML DL NLP ...,
hado jouj 7wayj machi differents ,non, mais w7da inclus flo5ra
Had lhadra li tigolha tikon 3omro khdem ni data engineer ni data scientist o n7lef ila rak ba9i f cycle, ta PFE ba9i madrteh.
Nhar ghatkhdem ghatwli tfham bli les limite kiblurri and there is no black and white f marché.
Wldi mli tkon mafahmch sma3 li kbir elik ra ghayfidk o matghaltch m3ak bnadem li baghi yt3alm.
Hadchi machi bach nhatmek bch nhtek f perspective o manghaltch m3ak bnadem
@@ForbongBong-z7y sat ma9oulti walo , ah ana ba9i kan9ra sara7a stajat li dert kan fihoum data eng bou7do o ds bou7do , mafhmtkch chnou bghitit t9oul bdabt zid chr7 svp + makayn lach tkoun agressive assat
Resumé khedma f dev =analyse =>nadi
90% dyl les informations li kaynin db rahuma non structurees, machi des tableaux mais plus tot des fichiers json, cml, html ..., lhad sabab khraj NOSQL
Li bgha y9ra data mer7ba bih f l'ESI
12.41 khy 3tman wash dak site li tal3 fhad d9i9a fih hadshi li kadwi 3lih? mini jeux w les exercises fel algo ect... 7it wakha kaythtto fel les interviews w makay tst3mlosh fel coding kayb9aw mohimmin men na7iyat tari9a w logique bash katfker.. lah ishl 3lik lamajwbni, shokran
hadak hackeranck
kinin w7din akhrin like codeforces , codechef , cses
khay othmane ach banlk f online certifications (cursera,stanford m3a openAI,harvard ,datacamp,IBM...)
Ach t9ed tgol 3la cyber security especially mn na7iat remote work for a company outside Morocco but you are based in morocco
what a video
ana kat3lm haliyan c++ w bghit n9ra had domaine men b3d ms htta ntbaza mzyan fel coding w n9wi logique 3ndi "wahd 3am 3amayn" 3ad an9ra hadshi..
same
@@ZoziZozi-hp3eo Good luck
Salam, moumkin hta taalam language dial SAP ABAP maa la version jdida S4/Hana kayan bezaf dial les options aala hadchi li goultih fl video
Khouya rak makatfre9ch bin data engineer w dta analyst
nta masma3tich mezyan
Ra galek data scientist o data engineer maaachi data analyst. O hiyd dek l39liya dwalou t9lb fin Ider bnadem chi khata bsit Bach tbiyn fiha rassek fahm ok broo 😂😂
Kayn a sat ❤
هاد ضومين كان زين ولاكن دبا العرض كثر من الطلب
شكرا على نصائح ، مهم أنا كنقرى dev Mobile فالISTA لعام تاني عندي ، ولاكين ديما كيجيني تخوف من شنو غايطرا غاش غانشد ديبلوم لبطالة ، ضغط ديال لواليدين ، ماكرهتكش طرق لبحال هاذ لماواضيع فستريمات جايا.
خدم دي بروجي و خود شي Bachelor ف Computer science من OSSU ولا MIT
Ila kent dev mobile 7awel t mitriser wa7ed men had auj swa android b java swa ios b swift ,khdem des projets avancée xwiya matal xi 7aja dyal geolocalisation wla xi ma3bat haka wincha2mah raykun kher
great content othmane
Salut monsieur j'espère que vous allez bien...
Ana 7aliyan étudiant master analyse économique et modélisation fsjes souissi
Kin9raw statistiques, économétrie, les logiciels b7al R eviews spss, aussi kin9raw l'analyse des données,
Kinsme3 bezaf 3la domaine dyal data analyst obli fiha mosta9bal,
Kinden data analyst 9riba l master likin9rah, bghitk twjhni mlin nbda nt3lmha omlin nakhed des certificats fiha ????
Merci bezaf 3la les informations likit3tina 🙏❤️
drari wesh mojoda lkhdma f had majal la kan endi diplom f ecole prive ??
مكايناش الخدمة اصاط
What about network and security engineer
Chi wahd hna 3ndo level intermediate fdomaine data analyst bi analyst science nt3awno okda.
You can come ldiscord
Yes link please discord
sat rah data analysis w data science joj 7wayj mkhtalfin kitcharko gher fdik lkma dial data hhhhhhhh
3arfhum mkhtalfin mais rah kitla9aw fchi l3ybat okikhdmo m3a b3dyathum as well as bi analyst o data engineer, Ana concerned about the whole field, bghit chi he'd nt3awnu m3a b3dyatna MN nahyat tools, knowledge Ola projects.
Well said
واخا مافهمت ت وزة ولكن شكرا هههه
المهم هو المشاركة
Value ❤
شكرا
THANKS 👍
wach ymkn liya n9raha f la fac ?? fin kt9ra
Tal lmaster
جاني هادشي بحال السماوي ا خاي عثمان 😂
Wlayta 7amd hadshi li ki gol
1. Data= بيانات et non معلومات
بقى تسطريمي فيوتيب
Any one can translate his speech into English so that I understand what he is saying?
hhhhhhhhh lkhot layr7em lwalidin bghito tkono influecers chghlkom hadak walakin bach tb9aw gher tchyro w tghlto bnadem mkayn lach, yla knti katfhem fchi haja hder fiha, makntich katfhem fiha skot,
hadak li smitih dev kijme3 data w kidirha f des tableaux, rah hadak howa data engineer, data analyst howa li kidir dok rossomat w dok l3ibat li glti ama data scientist a khoya rah khedmto howa y buildi AI models bach ydir predictions wla classifications selon le besoin,
blan akher, howa 90% dial data tablowat rah makaynach, data engineer kit3amel m3a bzaf dial sources dial data, chi mrat t9der tkon tableau, mais aghlab lmrat katkon non structurée, par exemple tsawer, les audios, des pages web etc... so yeah lots of confusions in this video, hope you admit it and appologize for your followers
Msali krek kateb jarida
Up
@@fidomansouri ki3jbkom gher li ykdeb 3likom w ydwkhkom hhhhhh
Sure, I would like to apologize ....
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For absolutely fucking nothing.
@@nobbylaggygamer6585 sat I don't care. If I want to learn something kanmchi n9raha machi kantfrej f stream w matfrejtch ta f video dyalo I just saw your comment and you are putting much energy f walo
Thanks bro, I have a question what is your opinion about coursera certifications for data analyst ?
wach mo3taraf bihom ? sinon 3tini some source fihom certification mo3taraf bihom, thanks