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Full Stack Data Science Roadmap 2024 

Thu Vu data analytics
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Hi everyone! 👋 I hope you are doing well. 2022 is ending and it's time to talk about a learning roadmap to fast track your data science career! Today we are talking about full stack data science, what it is, why it is getting more attention, and how to learn the full stack skills to become sought-after in the job market. I'm speaking from my experience and I tried to be as thorough in my research and I could, but I don't know everything. So if you have any comments, feedback or ideas you want to contribute, let me know in the comment section below! 👇
I hope you enjoy this video 😄.
🔑 TIMESTAMPS
================================
0:00 - Intro
1:11 - What is full stack data science
2:26 - Necessary skills & what is important
3:22 - Applying skills in a real-world DS use case
8:45 - Datalore - JetBrains (sponsor)
10:35 - Learning methods
11:24 - Full stack data science roadmap - an example guide
14:25 - Tips for end-to-end projects
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6 авг 2024

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Комментарии : 182   
@Thuvu5
@Thuvu5 Год назад
I had to buy a treadmill for the video intro.. 🥲
@maiamaiamaiamai
@maiamaiamaiamai Год назад
So dedicated! Lol
@neptoonpalace4027
@neptoonpalace4027 Год назад
Or you could have used MJ fake walking
@Thuvu5
@Thuvu5 Год назад
@@neptoonpalace4027 I've tried it and it looked surely embarassingly fake 🤣
@the_c0mm0n_man
@the_c0mm0n_man Год назад
😆😆😅
@bryanstark324
@bryanstark324 Год назад
Is there actual data to show that companies are hiring more full-pipeline data scientists? I have a feeling you came to this conclusion a little prematurely. I have seen some actual studies showing there are less data scientist roles than data analyst roles. That being the case, telling people that are brand new to data fields essentially, "Sorry if you thought you could get a job as a data analyst, that's so 2016! now you have to be a full stack know-it-all data scientist... and good luck with that!" LOL it's just setting people up for failure. So please don't do that without either a caveat that this is a career path for those who have already risen through the other data careers or that this recommendation is based on just personal observations and not any verified studies or surveys of job statistics. It's just not fair to your viewers. Hope you respond instead of ignore. You spend a lot of time making these videos, including walking on a treadmill and some animation, but as someone who has shared your videos many times on LinkedIn, I'm very often disappointed to see my heroes don't even make a couple minutes to read and respond to comments.
@LukeBarousse
@LukeBarousse Год назад
"Full-Pipe" 🤣🤣 I like this instead of full-stack; i'm gonna start using this term! 🙌🏼
@Thuvu5
@Thuvu5 Год назад
Haha I'm not sure about this Luke! 🤣 It sounds a bit weird to me lol 🤔
@ef7496
@ef7496 Год назад
It’s so dark I path I think Full-Tunnel better 😂
@harendranathacharjee3319
@harendranathacharjee3319 Год назад
See introduce new Terms in the IT industry Full Pipe instead of Full stack.
@niveyoga3242
@niveyoga3242 Год назад
😂😂😂😂
@vikb9537
@vikb9537 Год назад
Oh the legend Luke Barousse is here, nice to see you man.
@jessibenzel243
@jessibenzel243 Год назад
Your videos are always amazing, but this is one of my new favorites. Thank you so much for this, Thu! It is so helpful!
@bananacreamz7370
@bananacreamz7370 Год назад
This must be the most helpful channel I have come across this year! You have the exact contents I need for my future career. I love you hope you have a great day!
@Thuvu5
@Thuvu5 Год назад
This absolutely made my day!! ❤️🤗 thank you so much! Have a great day to you as well!
@michelleandthemachine
@michelleandthemachine Год назад
Thank you Thu for another informative video. I really liked the style of this video with the added graphics. This is a road map I wished I had at the start and is still a good reference on the way to landing a data science role.
@Thuvu5
@Thuvu5 Год назад
I’m so glad you liked it Michelle!! 🤗
@aireendecatoria3229
@aireendecatoria3229 Год назад
Great video! Thank you!!!
@olesmatiushenko5178
@olesmatiushenko5178 Год назад
Fantastic. Thank you so much!
@gameratorcreator
@gameratorcreator 11 месяцев назад
Great video, thank you! You really demystified what full stack data science is and how to learn the required tools etc. As a software engineer I see many similarities, perhaps a transition from Software Engineer to Data Science is not too difficult to achieve.
@aslambryantama1949
@aslambryantama1949 Год назад
This is truly a Gem💎!! Thankyou so much for your effort to make this Roadmap available Free for everybody, this surely helps other learners and especially me who still in early stage of this journey
@Thuvu5
@Thuvu5 Год назад
Thank you Aslam 🤗🎉. Merry Christmas!
@kazzicolmenar8371
@kazzicolmenar8371 Год назад
Your channel is a big help! I have wanted to transition to data science coming from a fund accounting background and didn't know where to start. That's when I came across your channel and your videos are always so informative and inspiring. Thank you so much and I hope you continue to help a lot of people! :D
@andrew-jones-data-science
@andrew-jones-data-science Год назад
Check out Data Science Infinity, it could be super useful for continuing to understand the best pathway! data-science-infinity.teachable.com/
@CaptainKarisma69
@CaptainKarisma69 Год назад
I have recently discovered your channel. I too am a Data geek and have been bingeing your videos. Also viet background from australia. You are just so articulate , organised and well researched. Keep up the great work. Also your cheat sheets really helped!!!
@Thuvu5
@Thuvu5 Год назад
Thank you sooo much for those kind words!! Really appreciate it! 🇻🇳
@swaroopghag1098
@swaroopghag1098 Год назад
I have joined scaler dsml course ,if u want to join i can make u speak with the scaler team and if u join through me you'll get discount on total fees
@saeidvaygani9709
@saeidvaygani9709 Год назад
Thanks really useful.
@LorenaGarcia-kc7cn
@LorenaGarcia-kc7cn Год назад
Thank you for this 🙏🏻
@_nebullae_
@_nebullae_ Год назад
I discovered your channel today and I am already your biggest fan 😁😁 I want to make videos too but I don't really know to publish them regularly , it takes so much time to produce.. And apart from the video aspect, I love the way you make things possible. Thank you !
@monakanafi1057
@monakanafi1057 Год назад
Thanks a lot, very much enjoyed the video. I feel "full stack data scientist" nicely describes were I am heading in my career right now, since I also started as a data analyst, and has been working since with lots and lots of developer tools, deployments & continuous integration, APIs, etc, slowly touching machine learning.
@bakhtiyor_sulaymonov
@bakhtiyor_sulaymonov Год назад
Thanks for the video and roadmap
@BaconsNation
@BaconsNation Год назад
I love so much your videos thank you for everything. Your videos are really inspiring, I allways start triping away with ideas of projects, so i have to watch mutiple times hahahah. Hugs from brazil
@Thuvu5
@Thuvu5 Год назад
Aw thank you so much, hugs 🤗
@rogercardosolemos7725
@rogercardosolemos7725 3 месяца назад
The first video that i see speaking about data professional full-stack, so awsome, thank so much!
@elfridhasman4181
@elfridhasman4181 Год назад
Thank You for wonderful content
@codingjobesch6989
@codingjobesch6989 Год назад
Might be my new favorite channel. First I've seen of you.
@OwenRapeepatCh
@OwenRapeepatCh Год назад
Banger video, very helpful
@nhuhoanghanh1500
@nhuhoanghanh1500 Год назад
Cảm ơn chị rất nhiều ạ! Chúc chị thật nhiều sức khoẻ
@Thuvu5
@Thuvu5 Год назад
Chị cám ơn em! Chúc em sức khoẻ, hạnh phúc và nhiều may mắn :)
@AdebiyiQowiyyah
@AdebiyiQowiyyah 8 месяцев назад
Helpful,🙏
@juanrassis
@juanrassis Год назад
Amazing positive video coming write at the time that everyone is tell people to give up their career goals. The full-pipe approach makes it clear that human are essential to the work and AÍ is here only to assist us in the boring stuff. We need have to expand our expectations with the data role.
@Thuvu5
@Thuvu5 Год назад
I absolutely agree! AI still gets a lot of things wrong so there'd better be a human there 😅
@Osteomorphis
@Osteomorphis Год назад
Thank you. This inspires me to think about how I will grow as a data analyst in 2023, as well as how I can inspire and develop my data coworkers.
@Thuvu5
@Thuvu5 Год назад
That's exciting! 🎉 Thanks for watching Matt! Good luck in 2023 😀
@shadjamil2906
@shadjamil2906 6 месяцев назад
It is the best channel for data science that I came across, and the roadmap you shared here is just awesome, thank you so much for your efforts 😊
@bigboy44110
@bigboy44110 Год назад
I think I have a video idea for you. So, I'm a data analysts doing a ton of model building, automated task development, presentations with visualizations. My question is when does the data analysis & data science end and when do you consider you're doing back end/front end development as a software development?
@Ken-uq7md
@Ken-uq7md Год назад
Love u it helps a lot
@karthidevanthran9934
@karthidevanthran9934 Год назад
Awesome. I am becoming your fan now. Great explanation.
@Thuvu5
@Thuvu5 Год назад
Thank you 🙏☺️
@nelotechie
@nelotechie Год назад
I love this video 😊❤️
@Nitya_chaitanya4069
@Nitya_chaitanya4069 Год назад
It was an amazing road map unnie ! Waiting for 'Deployment' video eagerly . 🙂
@bsfashions9004
@bsfashions9004 Год назад
Thanks mam for helpful vedio ☺️☺️
@mohamadfaisalgunawan5934
@mohamadfaisalgunawan5934 Год назад
You are truly kind person. Thank you very much for your guide about data science roadmap ✈️
@Thuvu5
@Thuvu5 Год назад
Glad it was helpful!
@mohamadfaisalgunawan5934
@mohamadfaisalgunawan5934 Год назад
@@Thuvu5 yess big thanks to you :)
@oppaarif3975
@oppaarif3975 Год назад
Thankyou for sharing the roadmap becoming full stack data scientist, it helps a lot for me finding the next topic to learn.
@carlosssandovallucas9326
@carlosssandovallucas9326 Год назад
your video is great. i like is hellfull
@fitrieratnasari8036
@fitrieratnasari8036 Год назад
Hi Vu! Thank you for this video that makes me think more comprehensively about the data pipeline. Amongst many lay-offs in a startup company in SEA, the fundamental reason to make talent stay is this full-stack data science skill. One that can not only query, and make dashboards, but also make their hands dirty to scrape, create modeling, do NLP, and other jobs that solve particular problems every company embraces. A long road to go, getting overwhelmed sometimes, but as you said, do not lose sight of the purpose. Thank you once again for the video!
@Thuvu5
@Thuvu5 Год назад
So glad you got value from this video Fitrie! Good luck with everything 🙌🏽
@achaderickatemlefac9889
@achaderickatemlefac9889 5 месяцев назад
Thank you for your investment in creating this comprehensive video and FREE roadmap document
@nitinkapoor4752
@nitinkapoor4752 Год назад
Wow… amazing compilation of the road map… as a retiring programmer(engineer who last programmed in the previous century on COBOL) … so despite having a solid base… all my learning needs a complete upgrade … mostly for implementing my own ideas ..
@Thuvu5
@Thuvu5 Год назад
Thank you Nitin! Have fun with your projects 😀
@nitinkapoor4752
@nitinkapoor4752 Год назад
@@Thuvu5 thanks to one of your videos I just ordered and got my copy of ‘Designing Machine Learning Systems’. The other book that I came across and got a copy today was ‘Machine Learning Design Patters’(O’Reilly) … just finished the 1st chapter… this is exactly the kind of book techno-managers need. People (like me) who are sufficiently hands on but whose primary role is to provide overall management and leadership… they need to have this level of view about the typical problems and their typical solutions…
@JustinInBlack
@JustinInBlack Год назад
Cảm ơn chị and Happy new year!😊
@Happy_Life2011
@Happy_Life2011 Год назад
Very helpful. Thank you so much, I really learned a lot from this video and it gives me a clear road map in the data analysis field where I am at the entry level.
@thaota4998
@thaota4998 Год назад
Thanks for sharing, your content is invaluable!
@RedJoker9000
@RedJoker9000 Год назад
As the circles in full stack, the only things I lack is Javascript (I hardly do/use it so not as good) and in-depth Machine/Deep Learning. (Studied it, but I liked Data so focused on SQL a lot) I'm still applying for a position yet so hard to find one. (Even though I have a double Bachelor's and Google Certificate and IBM Certificate)
@SimonThuta
@SimonThuta Год назад
Very helpful. Are you doing RU-vid and holding a full-time job? How do you manage your time?
@mischievousachiever7896
@mischievousachiever7896 Год назад
I never discovered I'm already a full stack data scientist until I discovered this lmao. Thanks for bringing this Thu
@noorcoder8242
@noorcoder8242 Год назад
Thanks for clarification on the path to become Full Stack Data Scientist
@swaroopghag1098
@swaroopghag1098 Год назад
I have joined scaler dsml course ,if u want to join i can make u speak with the scaler team and if u join through me you'll get discount on total fees
@scotthawkins8707
@scotthawkins8707 Год назад
What a wonderful and informative Video. Everything step-by-step. Thank You so much.! aloha
@Thuvu5
@Thuvu5 Год назад
Aloha! Thank you so much Scott 🙌🏽
@chewelanthani432
@chewelanthani432 Год назад
I was always on the fence between WebDev and Data Science. This video showed me that there is so much overlap
@guimaraesalysson
@guimaraesalysson Год назад
Awesome roadmap, thanks for sharing Thu
@uknowguy3531
@uknowguy3531 Год назад
Great Video, Also i am a Full stack web dev, What would be the learning curve and how much time would it take for me to switch to DS/ML?
@abdelrahmanmustafa2955
@abdelrahmanmustafa2955 Год назад
Thank you so much for your efforts
@Thuvu5
@Thuvu5 Год назад
Love you from 🇳🇱
@md.abdullahillbaki2253
@md.abdullahillbaki2253 Год назад
Thank you for making this amazing informative video.
@Saberking875
@Saberking875 Год назад
I would love to see you dive more into deployment and data engineering. Is there someone you would recommend following for those fields?
@AnoterGuy
@AnoterGuy Год назад
Thx a lot !!!!🙏🙏
@PoloGonoaa
@PoloGonoaa Год назад
Love this lady so much. I’m just started learn to program😂❤
@Thuvu5
@Thuvu5 Год назад
Thank you so much and good luck with learning !! 🙌🙌
@ricocontreras5235
@ricocontreras5235 Год назад
thanks for this video!
@MuhammadAbdullahBaig
@MuhammadAbdullahBaig Год назад
love u
@_Ecstacyyy_
@_Ecstacyyy_ Год назад
Question How much time will it take for a person to learn everything bout full stack data scientist at a intermidate level(if the person is starting from scratch)
@hopelesssuprem1867
@hopelesssuprem1867 Год назад
Good topic for discussion. Also I'd like to add that ml-engineer should know hadoop, docker, linux and c++ for python's extensions and prod (in CV this is essential requirement).
@hopelesssuprem1867
@hopelesssuprem1867 Год назад
@@hyperadapted for example, in computer vision a lot of libraries and extensions are written using c++. It is a widespread requirement for cv-engineers because python is too slow and almost all cool projects are made with a low-level languges (self-drive, voice assistants and another things)
@hopelesssuprem1867
@hopelesssuprem1867 Год назад
@@hyperadapted we're talking in the context of "fullstack". ML is not only how to learn a model, it's also and data processing and production. I mean that it's not enough to use fit/predict to be a good ml-engineer, it's also about how to implement models into products and here we have to know a lot of additional things.
@swaroopghag1098
@swaroopghag1098 Год назад
I have joined scaler dsml course ,if u want to join i can make u speak with the scaler team and if u join through me you'll get discount on total fees
@aminehadjmeliani72
@aminehadjmeliani72 Год назад
Great video @thu Vu
@TrentTube
@TrentTube Год назад
Thanks!
@LearnAvecAmeen
@LearnAvecAmeen Год назад
Hello Thu Vu, I discovered your channel through Luke's, Thank you for this great video, it's brilliant ! Keep inspiring insh'Allah
@Peter-Donate
@Peter-Donate Год назад
Đỉnh quá chị ưiiii
@SebasMainerProUniversi
@SebasMainerProUniversi Год назад
Never stop learnt!
@salam19801000
@salam19801000 Год назад
Thank you very much for this explination
@13NHKari
@13NHKari Год назад
Dear Vu, your videos are priceless gems that are an enormous help! Thank you!
@Thuvu5
@Thuvu5 Год назад
I'm so glad you found them helpful 🤩🙌🏽
@COOKIE_IS_HERE_TODAY
@COOKIE_IS_HERE_TODAY 11 месяцев назад
I agree with you, i always thought all this get into Tech Bootcamps should always start from Full stack Software Engineering then to Data Science/ Devops/ Cyber security etc, Let me not say anything about Tech Project managers with non Tech background.
@facundoestriano4620
@facundoestriano4620 Год назад
Its possible to be good with onlye practise and tutorials?
@ef7496
@ef7496 Год назад
Is there anything left out there related to computer software that you missed? So basically, I have to be a professor in math and computer, science, programming and software engineer professor.
@lafcadiothelion
@lafcadiothelion Год назад
Great video. What would be some good portfolio projects that could showcase all these skills?
@atNguyen-iw7sf
@atNguyen-iw7sf Год назад
Giờ mới biết đến kênh của chị, bổ ích lắm ạ
@johndewey6405
@johndewey6405 Год назад
Just when i need it. Thanks a lot
@Thuvu5
@Thuvu5 Год назад
You're welcome 😊
@amitvikramraj
@amitvikramraj Год назад
you almost mentioned every technology in a single video😂 Thank You it was really informative for me as a begineer🤗🤗
@Thuvu5
@Thuvu5 Год назад
Haha I attempted to 😂. Thank sfor watching Amit!
@chacmool2581
@chacmool2581 Год назад
I am getting whiplash here. We needed to specialize. Now we need to be deep generalists? It's tough to hit a moving target.
@geerliglecluse5297
@geerliglecluse5297 Год назад
As with any IT-disciple, I believe it's better to specialize first and stick with something till you really master it before moving on to become a generalist.
@LovelyJordy
@LovelyJordy Год назад
Love this thank you so much for sharing. I started with Tableau and SQL this year, Python is next ❤.
@wtidowu
@wtidowu Год назад
keep at it, it helps to learn to code by solving something you have an interest in or using it to solve a work problem (you can then put this on your CV)
@sinceresinclair
@sinceresinclair Год назад
@@wtidowu absolutely! I have been reverse engineering dashboards and writing sql queries every day. I can wait to get into Python 🙂.
@edled1026
@edled1026 Год назад
Nice video intro😀
@octaviosubirana7145
@octaviosubirana7145 Год назад
Thank you! Not only for the video but for the Datalore... 👌
@nick_g
@nick_g Год назад
Honestly at that point if a company primarily handles data as a product then you might as well open your own competing business. You’d already know how to build the entire thing from the ground up. Forget $124k a year… it should be comparable to the net revenue of the company wanting to hire you.
@azlanmajid9378
@azlanmajid9378 Год назад
all of this free info should be paid! thank you so much thu vu! Keep it up, I learned a lot from your channel
@naveenrs7742
@naveenrs7742 Год назад
It's like MLops right?
@longhung2k4
@longhung2k4 Год назад
Like the video intro 😂
@adityanjsg99
@adityanjsg99 Год назад
I know Python, Django, Dash, React, d3.js, Tensorflow (Google certified), Pytorch, CV2, NLTK and Spark. How good am I?
@Naijarianman
@Naijarianman Год назад
Why did you learn React? Has it been useful?
@s.sasisekhar4608
@s.sasisekhar4608 Год назад
Very good content
@jameshizon4861
@jameshizon4861 Год назад
Full pipe - yes the intro was truly inspiring.
@elianesampaio9870
@elianesampaio9870 Год назад
hey, can u share the link of the roadmap? the page is not working for me
@Thuvu5
@Thuvu5 Год назад
Hey, I’m not sure why it doesn’t work. Maybe try a different browser?
@anastasiiakarpenko487
@anastasiiakarpenko487 Год назад
What's is the name of this AI tool that writes a python script that does nothing?
@rohitdharmadhikari478
@rohitdharmadhikari478 Год назад
Hi @Thu, I have joined an organization as a data analyst but my role includes data engineering, data analytics and data science in the future. Does it make sense to change my designation to "Full stack data analyst"?
@hngphm
@hngphm Год назад
Wa! you have precisely the same role as me in my company, I will put a reply here to look for any answer :3
@Thuvu5
@Thuvu5 Год назад
That sounds cool 😅. I'm not sure, I guess the title doesn't really matter so much as long as you successfully show you can do stuff 🤔
@rohitdharmadhikari478
@rohitdharmadhikari478 Год назад
Hi @@Thuvu5 , But would having a "Full Stack" in my designation help me for next job? You mention in your video that the next big designation will probably be Full Stack Data Scientist.
@zorusiusprinsus6260
@zorusiusprinsus6260 Год назад
This is tooo much, life is short! J'apprécie vraiment l'effort que tu as mis dans tout ça...
@jrepcverflow960
@jrepcverflow960 Год назад
Awesome, could you be my mentor?
@afterwork260
@afterwork260 Год назад
Why can't I access the data science roadmap provided from your link?
@Thuvu5
@Thuvu5 Год назад
Hey, I'm not sure why.. I think everyone should have the view access. Could you check again with another browser?
@jed1944
@jed1944 Год назад
This sounds like the old full stack but with extra layers. Which is now the entire IT department
@ApexRC-dr9hr
@ApexRC-dr9hr Год назад
They better pay $1 million for the Full Pipe Data Scientist job. I dont think there is one right now, its like a unicorn.
@shanusharma971
@shanusharma971 Год назад
I follow you because you give content that solve our doubts and I m also economics student so mam please tell what are the basic skill we need to learn first so we have work with the companies as data analyst
@synen
@synen Год назад
I feel a little discouraged, been learning DS on my own now I need to be Full Pipe to get a job ? 😢
@Thuvu5
@Thuvu5 Год назад
No don’t be! There’s no need to learn everything right from the start. You can find your own happy spot wherever it is. I meant this to be a suggestion for a career if you were to broaden your skill set. Good luck and keep learning 🙌
@synen
@synen Год назад
@@Thuvu5 Your channel is a goldmine, thank you for everything you do.
@wewegomb
@wewegomb Год назад
Full stack 5 role on 1
@DoomPotato
@DoomPotato Год назад
I spent last 13+ years in marketing - mainly digital marketing and CRO (A/B testing etc.) Now I want to switch into more data driven area to use this experience. My plan is quite simple -> Excel (Done) -> Power BI -> SQL / BigQuery (Done/in progress) -> Python (done a little bit - until now I was building web crawlers and scripts to calculate campaign pacing). I have multiple Google Analytics certificates so I don't want to move to something super-new :)
@unprogramadormas22
@unprogramadormas22 Год назад
I'd think something relating businesse intelligence and data presentation is missing in this roadmap. In various cases companies just want a Power BI, Qclick dashboards connected to an ML model to visualize different indicators or metrics. Everything else said is pretty clear and spot on regarding real life application.
@ZohaibSattar_Data_AI
@ZohaibSattar_Data_AI Год назад
Data science is best or Artificial intelligence ❤
@fritzahern1380
@fritzahern1380 Год назад
Too bad every job posting has 500 applicants and requires 10 years experience (internships included)
@mntrggg
@mntrggg Год назад
Are you Vietnamese?
@cerealport2726
@cerealport2726 Год назад
the only full stack projects I am experienced with, come in the form of pancakes!
@Thuvu5
@Thuvu5 Год назад
Haha that must be good pancakes 🤓. Thanks for always making me laugh 😂
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