
1. Use resources to learn the basics.
The Learning Basics program is based on an important axis, which is learning a programming language, which is the cornerstone of learning data science, and the Python language is the most appropriate option at the beginning. Here, I do not intend to neglect the importance of other programming languages, each of which has its own function and importance, so some may not agree with me in the opinion, it may be For them, the best option is SQL, and those who need to use data visualization may consider it necessary to learn the R language, but what everyone agrees on is that all programming languages and with their different functions often complement each other.
In general, at the beginning of the learning journey, I do not recommend that you distract your thoughts by learning more than one language, so that boredom or frustration does not creep into you at a time when you are most in need of focus and desire to learn.
2. Let those around you know that you are studying data science.
During your journey in learning data science, you are in dire need of support and encouragement. Informing those around you that you are studying data science may make many take the initiative to provide assistance and support, especially those who are willing to learn this type of science from your peers.
Knowing everyone about your studies may open up horizons of learning for you that contribute greatly to raising the level of your expertise and skills so that you have a high scientific balance that you would not have reached during your learning on your own.
3. Market yourself as a data scientist.
When you reach the level of a good data scientist, you will find employment opportunities open to you, so when you apply for a job in data science, you must clearly define your goal, and you should employ everything you have learned to show your skills and experience. The correct handling of problems and solutions that usually confront the data scientist during his career, present everything you have, present your projects and discuss them, impress them with your confidence in yourself, your information and your expertise, then you will be the focus of their attention and you will gain their admiration and increase your chances of success and acceptance
From my point of view, these were the most important factors that help build a data scientist who does not have a degree in data, and there is no doubt that you share my opinion that there are other factors that contribute to the refinement of expertise and skills. Let’s get to know some other factors that you see achieve this and discuss them together I wish you luck and success
ููู ุชุตุจุญ ุนุงููู ุจูุงูุงุช ุจุฏูู ุดูุงุฏุฉ ุจูุงูุงุช

: ุงุณุชุนูู ุจู ุตุงุฏุฑ ุชุนูู ุงูุฃุณุงุณูุงุช
ูุฑุชูุฒ ุจุฑูุงู ุฌ ุชุนูู ุงูุฃุณุงุณูุงุช ุนูู ู ุญูุฑ ู ูู ููู ุชุนูู ูุบุฉ ุจุฑู ุฌุฉ ููู ุญุฌุฑ ุงูุฃุณุงุณ ูู ุชุนูู ุนูู ุงูุจูุงูุงุช ูุชุนุชุจุฑ ูุบุฉ ุจุงูุซูู ูู ุงูุฎูุงุฑ ุงูุฃูุณุจ ูู ุงูุจุฏุงูุฉ ูููุงุ ูุง ุฃุชุนู ุฏ ุฅูู ุงู ุฃูู ูุฉ ูุบุงุช ุจุฑู ุฌุฉ ุฃุฎุฑู ูููู ู ููุง ูุธููุชู ูุฃูู ูุชูุ ูุฐุง ูุฏ ูุง ูุชูู ุงูุจุนุถ ู ุนู ูู ุงูุฑุฃู ููุฏ ูููู ุจุงููุณุจุฉ ููู
SQL ุงูุฎูุงุฑ ุงูุฃูุถู ูู
ููุฏ ูุฑู ุงูุฐูู ูุญุชุงุฌูู ุฅูู ุงุณุชุฎุฏุงู ุชุตูุฑ ุงูุจูุงูุงุช
R ุฃูู ู ู ุงูุถุฑูุฑู ย ุชุนูู ูุบุฉ
ุฅูุง ุฃู ู ุง ูุชูู ุนููู ุงูุฌู ูุน ูู ุฃู ุฌู ูุน ูุบุงุช ุงูุจุฑู ุฌุฉ ูู ุน ุงุฎุชูุงู ูุธุงุฆููุง ุชูู ู ุฅุญุฏุงูุง ุงูุฃุฎุฑู ูู ุฃุบูุจ ุงูุฃุญูุงู
ูุนูู ุงูุนู ูู ููู ุจุฏุงูุฉ ุฑุญูุฉ ุงูุชุนูู ูุง ุฃูุตุญ ุจุฃู ุชุดุชุช ุฃููุงุฑู ุจุชุนูู ุฃูุซุฑ ู ู ูุบุฉ ูุงุญุฏุฉ ูู ูุง ูุชุณูู ุงูู ูู ุฃู ุงูุฅุญุจุงุท ุฅููู ูู ุงูููุช ุงูุฐู ุฃุญูุฌ ู ุง ุชููู ุฅููู ููุชุฑููุฒ ูุงูุฑุบุจุฉ ูู ุงูุชุนูู ย
: ุฏุน ู ู ุญููู ูุนุฑููู ุฃูู ุชุฏุฑุณ ุนูู ุงูุจูุงูุงุช
ุฃุซูุงุก ุฑุญูุชู ูู ุชุนูู ุนูู ุงูุจูุงูุงุช ุฃูุช ุจุญุงุฌุฉ ู ุงุณุฉ ุฅูู ุงูุฏุนู ูุงูุชุดุฌูุน ูุฅุนูุงู ู ู ุญููู ุจุฃูู ุชููู ุจุฏุฑุงุณุฉ ุนูู ุงูุจูุงูุงุช ุฑุจู ุง ูุฌุนู ุงููุซูุฑูู ูุจุงุฏุฑูู ุฅูู ุชูุฏูู ุงูู ุณุงุนุฏุฉ ูุงูุฏุนู ูุฎุตูุตุงู ู ู ู ููุฏู ูู ุนูู ุชุนูู ูุฐุง ุงูููุน ู ู ุงูุนููู ู ู ุฃูุฑุงูู
ู ุนุฑูุฉ ุงูุฌู ูุน ุจุฏุฑุงุณุชู ุฑุจู ุง ููุชุญ ุฃู ุงู ู ุขูุงู ู ู ุงูุชุนูู ุชุณูู ุจุดูู ูุจูุฑ ุจุฑูุน ู ุณุชูู ุฎุจุฑุงุชู ูู ูุงุฑุงุชู ุจุญูุซ ุชู ุชูู ุฑุตูุฏ ุนูู ู ุนุงูู ูู ุชูู ูุชุตู ุฅููู ุฎูุงู ุชุนูู ู ุจู ูุฑุฏู
: ุณูููู ูููุณู ุนูู ุฃูู ุนุงููู ุจูุงูุงุช
ุนูุฏ ูุตููู ุฅูู ู ุณุชูู ุนุงููู ุจูุงูุงุช ุฌูุฏ ุณุชุฌุฏ ูุฑุต ุงูุชูุธูู ู ูุชูุญุฉ ุฃู ุงู ู ูุฐุง ุนูุฏ ุงูุชูุฏู ุฅูู ูุธููุฉ ูู ุนูู ุงูุจูุงูุงุช ุนููู ุชุญุฏูุฏ ูุฏูู ุจูุถูุญ ูู ุง ูููุจุบู ุนููู ุฃู ุชูุธู ูู ู ุง ุชุนูู ุชู ูู ุฅุธูุงุฑ ู ูุงุฑุงุชู ูุฎุจุฑุงุชูุ ูุงููุงุฆู ูู ุนูู ุงูุชูุธูู ูุจุญุซูู ุฏุงุฆู ุงู ุนู ู ูุฑูู ููู ุงูููุงุกุฉ ุงูุนุงููุฉ ู ู ุงููุฏุฑุฉ ุนูู ุงูุชุนุงู ู ุงูุตุญูุญ ูู ู ุนุงูุฌุฉ ุงูู ุดููุงุช ูุงูุญููู ุงูุชู ุนุงุฏุฉ ู ุง ุชุนุชุฑุถ ุนุงูู ุงูุจูุงูุงุช ุฎูุงู ู ุณูุฑุชู ุงูู ูููุฉุ ูุฏููู ูู ู ุง ูุฏููุ ุงุทุฑุญ ู ุดุงุฑูุนู ููุงูุดูุง, ุฃุจูุฑูู ุจุซูุชู ุจููุณู ูุจู ุนููู ุงุชู ูุฎุจุฑุงุชู ุนูุฏูุง ุณุชููู ู ุญุท ุฃูุธุงุฑูู ูุณุชูุงู ุฅุนุฌุงุจูู ูุณุชุฒูุฏ ูุฑุตู ุจุงููุฌุงุญ ูุงููุจูู
ูุงูุช ู ู ูุฌูุฉ ูุธุฑู ูุฐู ุฃูู ุงูุนูุงู ู ุงูุชู ุชุณุงุนุฏ ุนูู ุจูุงุก ููุงู ุนุงููู ุจูุงูุงุช ุบูุฑ ุญุงุตู ุนูู ุดูุงุฏุฉ ูู ุงูุจูุงูุงุช ููุง ุดู ุฃููู ุชุดุงุฑููููู ุงูุฑุฃู ุฃู ููุงู ุนูุงู ู ุฃุฎุฑู ุชุณุงูู ูู ุตูู ุงูุฎุจุฑุงุช ูุงูู ูุงุฑุงุชุ ุฏุนููุง ูุชุนุฑู ุนูู ุจุนุถ ุงูุนูุงู ู ุงูุฃุฎุฑู ุงูุชู ุชุฑูููุง ุชุญูู ุฐูู ููููุงูุดูุง ุณููุฉ
ุฃุชู ูู ููู ุงูุชูููู ูุงููุฌุงุญ

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