How I'd Learn PYTHON For DATA ANALYSIS | If I Had To Start Over Again
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┋Timestamps┋
00:00 Why Python?
01:41 How I failed at learning Python for Data Analysis
04:07 How I actually learned Python - Basics
05:48 NumPy
06:51 Pandas
08:51 Matplotlib and Seaborn
11:08 Outro
Thanks so much for taking a little time out of your day to watch this!
Пікірлер: 289
Finally someone who doesn't say that Python is easy to learn... I'm sick of all those who forgot they had difficulties learning it 😂
@mo-chen
8 ай бұрын
Haha it definitely wasn't easy for me. I'm not a tech prodigy who started coding when they were 5 😁
@original12310
8 ай бұрын
@@mo-chen Me neither 😅 I learnt SQL, DAX and PowerBI on the go, just because I encountered real business problems that needed those tools.
@lukegrumbine7485
6 ай бұрын
@@original12310That's exactly how it went for me too. I had 3-4 false starts in python before I started to make sense of it. I almost had to work backwards from some code I copied and pasted for it to start clicking.
@SolidSnake59
6 ай бұрын
No one says it's easy. It's just easier comparing to some older languages. Try C first and then Python you will feel relief.
@original12310
5 ай бұрын
@@SolidSnake59 yes, a lot of people have writtent Python is easy. Maybe it's a mistake the way they wrote that. But still, it's written and said.
I like your honesty in describing the nature of data science with python. It also relates to those who struggles with learning the data science especially those who just started in the industry.
I graduated discovering how essential these programming languages are and I am honestly furious my finance program had absolutely no classes on these subjects or even mentioned how important they would be to our career.
@mo-chen
9 ай бұрын
I know... I. was able to do everything in theory but not much in practice 😅
@Skumtomten1
8 ай бұрын
Indeed. I graduated with a bachelor in economics and a master in Finance. I learned to use STATA pretty well and the theory, but absolutely no Excel skills or programing. I feel like I don't really know any useful skills, so I desperately try to learn some Python and some Excel right now to complement my education. It is actually a joke that you spend 5 years at uni and don't get to learn any practical skills relevant for your field, almost feels like I wasted 5 years of my life. I have seen a bunch of job applications requiring high levels of python, R or Excel skills but I have never seen STATA yet that was the main tool we used at my uni.
@original12310
8 ай бұрын
I used Stata for my master's thesis. Never used it afterwards, never seen it in job ads. I didn't learn Excel, Power BI and other tools only after starting to work and encounter real business problems. The only issue is to get a job where you can flourish and learn these tools. I am quite empty handed to help you there... if you have the time and the energy, learn by yourself with exercises and real life projects that have a meaning to you (either personal or professional).
@theonlyconformist
7 ай бұрын
@@Skumtomten1my background is economics and mathematics, and I work as a SAS programmer in the pharma industry. The math degree got me the interview but didn't require any programming. The econ degree did require a fair bit of R for econometrics. I wouldn't have been hired without that. My university contacted me for feedback a few years into my career and I was very clear that the mathematics department does not prepare its students for the world outside of academia, and students would be well-served to have a programming emphasis
@gabogainz
7 ай бұрын
What school did you go to? @@Skumtomten1
The tip about learning the basics and then learning the tools for the area you want to delve into is very good and important.
That was really helpful. You explained the very important data analysis basics pretty well! Appreciate your work :)
@mo-chen
9 ай бұрын
Thanks a lot for watching 😃
Excellent advice packed into a short amount of time. The perfect combo!
@mo-chen
11 ай бұрын
I'm glad you liked the video, thank you for watching!
A must watch for everyone before start off with python. I better prepared now to start learning from scratch . Thanks very much
Great way to put it Mo Chen. very clean and clear explanation. Thank you.
Great video: no fluff, didn't make it seem too easy. Thorough. liked how you didn't downplay the difficulties as some are wont to do...
@mo-chen
9 ай бұрын
I'm very glad you liked the video, thanks a lot for watching!
Thanks for all this valuable information Mo, looking forward to more tips and tutorials!
@mo-chen
11 ай бұрын
I'm very glad you liked the content, thanks so much for watching!
Insightfull. Useful tips. My mistake was going to hackerrank when I really wanted to focus on data anslysis. After several weeks, I realized that it focused on Developer skills using python, very different from python skills you need for Data Analysis 🙂
Great tips Mo ... Thank you for sharing your journey!
@mo-chen
11 ай бұрын
I'm glad you liked the video, thank you for watching 😁
This is amazing! Thank you so much for this amazing video!!!
@mo-chen
10 ай бұрын
Thanks a lot for watching!
Awesome video! Looking forward to applying all of this.
@mo-chen
11 ай бұрын
I'm very glad you found the content useful! Thanks a lot for watching 😁
Beautifully made video mate
Thanks Mo! Amazing video 👏🏻👏🏻
@mo-chen
10 ай бұрын
Thanks so much for watching, I’m glad you liked it 😃
Great video, quite helpful. Thank you! One small question - could you please make a video that helps understand when/where to use python for data analysis compared to self-serve BI tools such as Tableau/power BI/looker? What sort of problems can we solve better with python rather than these BI tools? Thank you in advance!
Cheers Mo, I feel motivated to pick up python again and stick with it!
@mo-chen
10 ай бұрын
That's great to hear, good luck 😁
Really makes sense! thanks a lot!!!!!
@mo-chen
10 ай бұрын
Thanks so much for watching, great to have you here on the channel!
Really good video, Mo. Just what I was looking for.
@mo-chen
10 ай бұрын
I'm glad to hear, thanks so much for watching 😁
Great video. I just finished the Google Professional Data Analysis certificate a month ago and I have signed up for their advanced data analysis certification which is mainly based on Python. It has been very helpful but still finding it difficult to write correct codes. I was thinking of giving up but this video has motivated me not to. Thanks Mo.
@mo-chen
7 ай бұрын
I'm glad to hear you found this video inspirational! All the best to you 😄
Great video! Now, I know where to begin 😁 Thank you
Great video mate, thanks!
@mo-chen
11 ай бұрын
I'm glad you liked it, thanks for watching 😄
Amazing explanation! Keep up the great content
@mo-chen
10 ай бұрын
Thanks so much, I’m glad you liked the video!
Totally Agree with you Mo, Thanks for the video
@mo-chen
11 ай бұрын
Glad to see you again on the channel, thanks so much for watching 😃
Great video! Looping is something I always constantly remind my students to avoid though...especially in Python.
@mo-chen
10 ай бұрын
If there’s a more efficient way than looping, use that of course 😃 Thanks a lot for watching!
Thanks Mo, great video. Do you have a video, or could you make one going through & showing how you created the OrdersDataWrangling function from the intro of this video (0:20 in to this video)? Taking multiple excel workbooks and collating into a single table is a huge use case for automation w/ Python, so this would be very useful to hear your though process and how the code chunk works!
This is a very nice overview. If this is primarily what you need for data analysis, it's pretty encouraging. Just know the fundamentals well and know matplotlib, numpy and Pandas!
@mo-chen
6 ай бұрын
It is not rocket science, that's for sure!
Thank you so much for this video. Good job!!!
@mo-chen
7 ай бұрын
Glad it was helpful!
Loved the content Mo. Very informative
@mo-chen
10 ай бұрын
I’m glad you liked it, thanks so much for watching!
I subscribed immediately after realizing how humble and real you are
@mo-chen
8 ай бұрын
Thanks so much 😃
Great video. Power Query (in Excel itself) can retroactively add new data placed in a specific folder into your excel file, in-case you don't want to use python.
@mo-chen
11 ай бұрын
Great tip 😃 Thanks a lot for watching!
@nyabutiwalter4955
4 ай бұрын
Thank you for your encouragement
I love your voice, and way of expressing thoughts.
@mo-chen
10 ай бұрын
Thanks so much for the kind words, great to have you here!
You are so good. so much value in this channel
@mo-chen
11 ай бұрын
Thank you for watching and for the kind words!
Your videos is so objective Mo, congrats 👏🏻
@mo-chen
11 ай бұрын
Thanks a lot for watching and for your kind words!
Love the video. My background is economics and mathematics and I've been doing statistical programming and data analytics in SAS for five years. I'm trying to learn Python and work in data analytics for finance. This is exactly the video I was looking for. Thank you for making it
@mo-chen
7 ай бұрын
I'm glad you liked the video! Great to have you here on the channel 😁
Very well done!. I am surprised you have fewer views for this presentation.
@mo-chen
9 ай бұрын
I’m glad you liked the video, thanks a lot for watching 😃
OMG - You just described how I started learning Python with data analysis. Mainly copy and paste the code since I do not like typing. I need help remembering the code. Now, I have started learning the basics.
@mo-chen
9 ай бұрын
Good luck with the Python learning and thanks a lot for watching 😃
Great video. Thanks for sharing.
@mo-chen
9 ай бұрын
I'm glad you liked it, thanks a lot for watching!
Thanks for posting yet another Lessons Learned video Mo. I liked this video's smooth structure, from describing your situation, how you first learned Python, how you recommend new learners hack it, and finally with the overview of the crucial Python libraries. I see knowledge of Numpy, Matplotlib, or Seaborn libraries being asked in many job descriptions. One tip I would like to add to improve this video is if you could summarize the key points in the last 1 minute of your video.
@mo-chen
10 ай бұрын
Thanks for the detailed feedback! Summarizing at the end is useful and is definitely something I'll take into consideration. Thanks a lot for watching 😁
Thank you ❤ I'm now on my way in the data analysis journey and I hope I will be a great one in the near future.
@mo-chen
8 ай бұрын
Best of luck!
Good to know about your journey usinf Python in Finance Industry
Thanks for python recap and the essential library for data analyst!
@mo-chen
10 ай бұрын
I'm glad you liked the video! Thanks so much for supporting the channel I really appreciate it!
Hii MO thank for video It's very useful and I like the way explain 🙂
@mo-chen
11 ай бұрын
Thank you for the kind words, I'm very glad you liked the video 😃
Great video, Do more!
@mo-chen
10 ай бұрын
Thanks so much for watching, I will!
Great video, Mo!
@mo-chen
11 ай бұрын
Thanks a lot for watching 😁
Well done, Mo
@mo-chen
6 ай бұрын
Thanks!
Also, thanks for explaining things on a easy to understand manner, you make it feel achievable after explaining your own struggles.
@mo-chen
11 ай бұрын
The key is to not give up and work hard 😃 I wish you all the best with your own journey!
Great Video 🎉😊
@mo-chen
10 ай бұрын
Thanks a lot for watching 😁
I been writing it out in a note book, yes hand written 😂 I do over and over then I do with pc. It has been helping me alot
@mo-chen
9 ай бұрын
Great method! We’re all different, key is to find something that works for you. Thanks a lot for watching 😃
this video is 👌, big fan
@mo-chen
11 ай бұрын
Thanks so much for watching 😁
I really liked your explanation. Do you recommend any course to really master python foundations? Thanks
As a python user. These is a very informative vlog
@mo-chen
9 ай бұрын
I'm glad you liked the video, thanks a lot for watching 😃
I learned java first, so python was easy to get use to and let me learn the art of leverage all if the libraries that are available.
Such a great video
@mo-chen
9 ай бұрын
I'm glad you liked it, thanks a lot for watching!
problem is not "learning python"....its the thought process you need to code something..
great brother
@mo-chen
8 ай бұрын
I’m glad you liked it 😃
Thanks Big Bro Mo
@mo-chen
5 ай бұрын
Haha thanks for watching!
Great video
@mo-chen
9 ай бұрын
Thank you 😄
thank you!
@mo-chen
11 ай бұрын
Thanks so much for watching!
Thanks mo
@mo-chen
11 ай бұрын
Thank you for watching 😁
Really great video. But the intro that said "run this one line of python code" without saying that that one line is saying to run a python file that has a hell of a lot more lines than just one lmao
you da man!
@mo-chen
8 ай бұрын
Thank you!
Hi Mo thank you. this is your 2nd video i am watching and i just stumbled on your page (less than an hour ago) while doing a search for the path to being a data analyst. Well done mate. I am an electrical engineer (renewables actually) and i really just want to be a data analyst in the power industry. Do you have or know anyone that one can follow on that path already? Not a spring chicken here (i am over 50 years old) just want to add more skills to my portfolio so i do not have to do much heavy lifting in a couple of years down the line. thank you so much for your videos. They actually are encouraging for people like me who are so swamped with all the information out there. Road map is really needed for guidance. Thank you again mate!
@mo-chen
9 ай бұрын
HI there 👋 I don't know anyone in the power industry unfortunately. Not sure if you checked out the roadmap on my website at datawithmo.com/. If not, feel free to have a look! Thanks a lot for watching 😃
@M1Fortunes
8 ай бұрын
Just get to it friend, Pick up your data analytical skills along with some Python coding and apply to the companies that inspire your interest. There is definitely a place for you.
thank you mo
@mo-chen
11 ай бұрын
Thanks a lot for watching 😁
Nice b-roll. 🤣😂 Love the marathon video.
@mo-chen
10 ай бұрын
Thanks a lot for watching!
Hi Mo! First of all thanks a lot for your videos, they've been of huge impact in my current learning path and also thanks for taking the time to go through comments
@mo-chen
10 ай бұрын
Of course I'm reading all of this, one of the things I love about this channel the most is the ability it gave me to connect with others 😃 I made a video recently on how to build an awesome data analyst portfolio. Check it out here kzread.info/dash/bejne/qYOWuMGhp9iYgbA.html&ab_channel=DataWithMo. This should help!
Thanks 😊
@mo-chen
8 ай бұрын
I’m glad you liked it 😄
Is it possible to make a great detailed video of you interacting with stakeholders and what are the steps you take before the stakeholders meeting, analyse, notes, advice to stakeholders and how you ask if you need more information for better outcome And how you interact during stakeholders meeting and what you do after the meeting. How you implement and what problems and difficulties you face with a real/fake 😅 example. Please!
@mo-chen
10 ай бұрын
Great idea! I certainly took a note of it 😃 Thanks a lot for the detailed feedback and for watching!
Mo, can you create a video on your thoughts about ChatGPT code interpreter, and what kind of effect it might have on the industry for those of us who are thinking of pivoting into data analysis?
@mo-chen
10 ай бұрын
Great video idea, it's something that will be an upcoming video on my channel for sure 😁 My general thoughts and opinion are that I welcome AI onboard. Being a data analyst is not just about writing code which AI is very good at. I'm more than happy for AI to do all of my boring, repetitive tasks such as data cleaning and transformation. You need to understand the business problems, engage with your stakeholders to come up with solutions, dashboards, processes that suit their needs. AI will certainly change the job tasks of data analysts, in a good way I believe - as rather than spending time doing monotonous tasks, I can spend more time doing value-add tasks.
@IArkProject
10 ай бұрын
@@mo-chen thank you for taking the time to answer me Mo, I appreciate that. I'm looking forward to the video, and also thank you for the helpful and professional content you produce, it's very helpful for me as I switch careers from medicine into Data Analytics. Hopefully in a few months I'll be ready to apply for my first entry jobs. 👍
Hi Mo, thank you for your amazing content I learn a lot 😊 A quick question if you can help me: I currently work as financial accountant and want to transition into data analytics, there is a chance to do that within my current employer. They use google sheets to store their data and they do not use SQL (even tho they have a lot a data). For that reason, should I first learn python (I chose the course you recommend with the basics and libraries) and then SQL? Thank you so much for helping us and giving us valuable information and lessons!!
@mo-chen
9 ай бұрын
Though I would pretty much always recommend learning SQL first, if you can't apply your skills on a daily basis at all, learning Python first is a good option. Thanks so much for watching 😁
Very informative video on building a strong foundation for beginner data analyzers.. but the real question is, where can I get that black oversize tee shirt in all your videos? I need one! 😂
@mo-chen
8 ай бұрын
Haha you’re not the first one who asked about the t shirt. It’s from Uniqlo. Very affordable 😃
Still in the beginning phases of SQL but thought I'd see what you have to say about Python 🙃
@mo-chen
9 ай бұрын
Thanks for watching, great to have you here on the channel 😁
Mo, I looked at your LinkedIn and saw that you are absolutely stacked with credentials and went to some of the best schools and places to work at. With that being said, I have a bachelors in marketing from an online degree mill and was wondering if this career path is even plausible for people with weaker credentials. If you legit where in my shoes, what type of job path would you take to eventually become a DA?
@mo-chen
10 ай бұрын
I'm not saying it'll be easy but if you try hard enough and for long enough, you significantly increase your chances of succeeding. I've applied to hundreds of jobs in my life - but obviously only got the actual role a fraction of the times. If it was easy to be a data analyst then everyone would be and companies wouldn't pay you such high salaries. I made a video on how to become a data analyst, you should check that out. I also put together a data analyst roadmap at datawithmo.com/. These should help a lot! Thank you so much for watching 😁
@zunetrav4
5 ай бұрын
I’m late but you can look at using your experience to your advantage by becoming a marketing analyst. I’m currently in sales and am being short listed for a promotion to sales analyst.
Great content! Some very important aspect to learn Python is to focus on the "field" Data Analysis and not to how to create and app or some other things that is off topic 👍 So great that you pointed that out to others 😊 You can easily take some tutorials with different projects for different purpose and be a master off copying those. But not be really good to data analysis 🙌 So I would also say that find some great dataset from example Kaggle and use the basics functions of pandas, numpy and So on 🎉
@mo-chen
10 ай бұрын
Thanks so much for the kind words and for the detailed feedback. Really appreciate it 😃 Thanks so much for watching!
Hey Mo, thanks for the video! Do you think that Datacamp is useful?
@mo-chen
11 ай бұрын
Yes, I do quite like DataCamp. Used it myself as well 😁
Can you make a video on how to automate the excel sheet data you had in the beginning of the video ? :)
@mo-chen
10 ай бұрын
Not sure when I'll get to make the video, but for now you could check out the excel related functions in the pandas library (e.g. pd.read_excel, pd.to_excel, etc). Thanks a lot for watching 😁
omg that was sic.. din't knew when video ended. btw i came for data-science
Great video, wish I know half of what you’re talking about lol
Question, if you know Matplotlib and Seaborn, do you still need to learn Tableau or MS Power BI?
Me feeling like "hey you just hid under the table"😅😅 Great advice though. Thank you
I need serious advice. I v science background and have worked with it for 7 years. With the hope of changing career I went to read msc supply chain management. Later read another msc in international business. With these two masters I still haven’t been able to change career. I desire to dive into data science or cybersecurity or data analytics. Just worried n don’t know what to do
can you recap the essentiel of power bi as next video please i'm looking forward for it
@mo-chen
11 ай бұрын
I can't promise anything but I'll certainly try my best to make a video like that. Thanks a lot for watching this one 😁
so first step is to learn python basics and next move to learn the libraries right?
Mo i learn things from your videos thankyou for your making videos you are really doing a great thing 👍🏼. I want to know that you work on screen but you don't have dark circles can you help me with this being a girl it doesn't look good
@mo-chen
11 ай бұрын
I'm so glad you found the content useful! I look after my body in general, I eat healthy(ish), exercise and sleep enough 😁 Thanks a lot for watching!
@khushisharma4694
11 ай бұрын
Next time I want to know your skincare
We only had one week of 3 classes for python basics. Moving to pandas next week 😢
Not having any technical skills, going straight to python is kinda brutal. Like you don't really know what the solved state should be before implementing code to make it
Learning Python rn coming from R background, I am not getting what the fuss is about NumPy. In R, all these array stuff are supported natively. No need for additional package. I only can relate with Pandas.
Hi Mo, I am very confused with the industry I am going to take. I am currently under BS Economics program. I am confused between Data Analysis and Web Development and Design. I am also have a background in SEO and copywriting. I would love to hear your advice which one to focus for a long term-career. Thank you in advance.
@mo-chen
10 ай бұрын
Choose the one that you think will enjoy the more in the future. Unfortunately I can't really comment on web dev and design, given I've never had any experience working in a role like that. Why not try do some projects for both and see which projects you enjoy more? Maybe that'll help 😄
@techfactory8740
8 ай бұрын
If you already enjoying economics, the best and logical road to take next is data analytics. Web design is a career very deviated from Economics which you are already into.
Can you give me a timelime to keep track of my progress? Is 3 months enough? Or maybe 6? . I am an econ major. And second question, how much math do u know and how much is used daily in your role ? Thank you mo !
@mo-chen
9 ай бұрын
Everyone's timeline is different. I've been coding in Python for about 3 years now. You can probably get to a decent level in 6-12 months if your focus is data analytics solely. Thanks a lot for watching 😃
is the monitor on the background you have the sunvision RLCD monitor?
@mo-chen
5 ай бұрын
It's a Samsung M7 43 inch
I’ve been aiming for data science or analyst(not sure yet) and have been avoiding the math courses at my university. Mainly because I’m not a cs major im majoring in info science so the math courses aren’t required. But how important is math to data science/analytics? Particularly calculus, linear algebra and differential equations
@mo-chen
8 ай бұрын
To data science, very very important. And to data analytics, still important but knowing some basic stuff can be enough for entry level roles.
Subscribed
@mo-chen
5 ай бұрын
Nice, thanks!
I think my maths are weak a little bit for data analysis. I am learning machine learning and this is relatively easier to me because I did a bachelor degree in computer science with specialization in compilator's design and network programming. Also, I did 20 years before an expert system in clisp and some game solvers with sicstus. I considered someone able to solve a logic game is not a real software developer if this person doesn't write the code to solve the mystery word puzzle in the news paper. Don't disrespect yourself with only a pen with word puzzle please, this is not fun. My mathematical notions are limited to some books.(Actuarial Mathematics Bower, Life Insurance Mathematics, Theory of Interest Killison , stochastic Ross, some book of first statistic course where we teach how to use a moment-generating function , Calculus Spivak, Real Analysis for students in mathematics, Discrete math for CS, Numerical analysis, math for cryptanalysis, algorithm, linear algebras, and math for aircraft technicians. )
Hey Mo! I recently finished the Google Data Analytics Course. I’m beginning to do more of a deep dive into SQL and R but was wondering if I should substitute R for Python since it seems to be the more popular language. What do you recommend?
@samueloni2027
11 ай бұрын
Python is more popular and is in demand. Learn Python first
@mo-chen
11 ай бұрын
I can only code in Python and not in R, and I'd say Python is more popular so go with that! Thanks a lot for watching 😃
@applepeel1662
9 ай бұрын
Python definitely R is mostly used in academic research
This is THE MOST typical journey
@MarkEm
4 ай бұрын
He doesn't realise that non-programmers don't have a clue what tabular data is😅
Very insightful video. I am currently studying Python for data analysis, before I start my Data Science & AI masters degree in September. With your experience as a Masters student, do you think the course leaders would expect me to have prior knowledge of Python before classes start, or do you think they'll teach it from scratch? Just curious to know whether I'll have somewhat of a head start or if I could even be somewhat behind upon commencement of the course. Thanks Mo!
@mahirahman6168
11 ай бұрын
They may teach the foundations at an accelerated pace or they may start from scratch, since it's a MSc in Data and AI I'd assume some knowledge of Python or R would be a prerequisite - I'd advise to just continue learning as much as you can before Sept to get the upper hand. Even better if you can get a couple projects under your belt!
@BradRowlands_
11 ай бұрын
@@mahirahman6168 Thanks for your response. I'm currently studying the Google Advanced Data Analytics Certificate on Coursera so I'm just trying to grasp everything really and hoping to learn as much as I can before September.
@mo-chen
11 ай бұрын
They'll probably have a couple catch up classes to bring everyone up to speed, but knowing some basics before going into the masters will be helpful for sure 😁Good luck with your degree and thanks so much for watching!
@BradRowlands_
11 ай бұрын
@@mo-chen Thanks Mo, I appreciate you taking the time to reply to my comment. Yeah trying to learn the basics now so I can be competent in the course. I’ve heard some people do a Masters degree as a career change, so was thinking they’d have some beginner classes just to get everyone up to speed. Fingers crossed I’ll be fine. Thanks for creating such fantastic content :)
@borntobereal2004
8 ай бұрын
@@BradRowlands_ Hiii! l just wanted to ask the process of career change in masters. I am starting my undergrad degree in engineering in november but l want to persue my career in data science in future. I am basically doing engineering because l am passionate about my major and do want to learn but data science is also going to help in my research regarding my major. The problem is, they don't offer any courses on data science(l only have 2 C courses). So l thought that maybe l could do a masters on data science and do research on my field. But how will l get acceptance in masters if l don't have any prior course on this subject in undergrad? I am trying to self-learn as much as l can before my classes start though.
Hey MO, what are your thoughts about PLOTLY?
@mo-chen
10 ай бұрын
I’ve used it a couple times before and really liked the visuals you can create with it 😁
Can you please tell the differences between data scientist , data analyst and business analyst ?
@mo-chen
9 ай бұрын
This article explains it well bigdatapath.wordpress.com/2019/09/05/data-scientist-vs-data-analyst-vs-business-analyst-which-role-is-right-for-you/. Hope this helps 😃
So interesting how different paths can end up in the same place. I never finished anything after primary school. UK is not my country to. And in the end I learned sql, php, and python in my bedroom. I refuse to learn and use any OOP and ai craps or mainstream forced shit. And here I am. With salary 55k per year + side projects making small games. I'm working completely remote and next year I'm going back home where this salary is astronomical 😂
@mo-chen
5 ай бұрын
Sounds like you're in a happy place! Well done for everything you've achieved 😁