How to Become a Data Scientist in 2024? (complete roadmap)

Ғылым және технология

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In today's video I am sharing a Data Scientist Roadmap with 5 steps. I would recommend watching the video in its entirety as each step builds on top of the other.
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ABOUT ME
I'm Sundas. I'm a self-taught data scientist from a non-tech background, currently at a FAANG company. I have been in the industry for +10 years spread across two big tech companies. On this channel, I share tips for people interested in entering data science with the goal to democratize knowledge and make complicated topics digestible for everyone. Learn more at sundaskhalid.com All opinions are mine!
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#datascience

Пікірлер: 185

  • @SundasKhalid
    @SundasKhalid4 ай бұрын

    Thanks for watching! What are your thoughts on the future of data science career?

  • @yuriymazmanian9372

    @yuriymazmanian9372

    4 ай бұрын

    I saw a report from the World Economic Forum and it said that the demand for data scientists will grow until 2030. I'm studying to be a data analyst

  • @ernesta6705

    @ernesta6705

    4 ай бұрын

    I want to become a data scientist. I have done a bootcamp only on python with all the skills you mentioned 1 year ago and have projects on this. I like mathematics a lot but i sure need guidance from a professional like you on how to land a job in the field. I need to be confident to land interviews. Can you mentor me?

  • @ernesta6705

    @ernesta6705

    4 ай бұрын

    Future of Data science is expanding but why is there difficulty to break into for fresh professional.

  • @justforfun9998

    @justforfun9998

    4 ай бұрын

    I was thinking to jump in this growing field of data science but had no idea how to start. Now, I got track how to start.. this motivated me

  • @clerpington_the_fifth

    @clerpington_the_fifth

    4 ай бұрын

    I am no data scientist expert by a longshot, but I believe I know enough to say that it will be highly relevant for a long, long time simply because it involves the most prevalent thing ever that will never go away: information.

  • @user-mw8wq4ey6i
    @user-mw8wq4ey6i4 ай бұрын

    Everyone wants to skip the math but that is the most important and longest part of this journey.

  • @SundasKhalid

    @SundasKhalid

    4 ай бұрын

    That’s a great point. Math is def a prerequisite to machine learning and one must have solid match knowledge.

  • @knast69

    @knast69

    4 ай бұрын

    Imo, this is what makes data science unique. If you don't like maths then it should be a sign that maybe you should choose something else to pursue a career in.

  • @clerpington_the_fifth

    @clerpington_the_fifth

    4 ай бұрын

    It's the only reason I am interested in this field - that and it's interconnection with something generally a bit easier to use: computers.

  • @WhateverLahHor

    @WhateverLahHor

    3 ай бұрын

    Yup, I quit my engineering job and pivoted into data science. I spent about 2 to 3 weeks learning Python, and now I'm 1 month into learning maths for data science - Linear Algebra, Calculus and Statistics and I foresee myself learning for another month or two. Math is the most fun part in data science, imo.

  • @vineetbhardwaz6552

    @vineetbhardwaz6552

    2 ай бұрын

    Math and statistics are what draw me towards DS. In fact, stats has been one of my favorite subjects.

  • @okonalbert
    @okonalbert4 ай бұрын

    One statement struck me really hard and it's everything for me: "Coding is a tool, Learn the data science before the tools" We pretty much fall into this trap in the tech world, thank you very much

  • @SundasKhalid

    @SundasKhalid

    4 ай бұрын

    We sure do.

  • @Sotoberi
    @Sotoberi4 ай бұрын

    Thank you for putting everything into perspective. I watch lots of videos where this terminology is bandied around, but often without context to other parts of the data world. You have clearly explained how the pieces all fit together and given us a path of logical progression. Excellent video!😃👌

  • @Humble233
    @Humble2334 ай бұрын

    Thank you Sundas! Started my journey about 1 month ago, and found this very helpful!

  • @WhateverLahHor
    @WhateverLahHor3 ай бұрын

    2 months into pivoting to data science after quitting my full-time job: I realised that math is everything and the programming languages are just tools to help you to use math in the digital world 😅

  • @iqrafatima5549

    @iqrafatima5549

    2 ай бұрын

    Hey, how are you learning, what resources are you using, can u tell me a bit as I also want to start

  • @user-lc8qo8hb3u

    @user-lc8qo8hb3u

    19 күн бұрын

    What to do when maths is not coming?

  • @somilagarwal161

    @somilagarwal161

    2 күн бұрын

    ​@@user-lc8qo8hb3uThen you go to maths

  • @laasyakrupa9001
    @laasyakrupa900123 күн бұрын

    Making notes......so so helpful...thanks so much Sundas!

  • @ambreen1692
    @ambreen169220 күн бұрын

    The amount of gravity & clear roadmap this video has provided is commendable. Thank you so much! This has solved my purpose.

  • @h6rryl122
    @h6rryl1224 ай бұрын

    Best video yet. Very informative, great details. Thank you

  • @isalutfi
    @isalutfi4 ай бұрын

    *Hi Sundas! This what I need. This video will be helpful. Thank you for sharing about how to become data scientist in 2024. Keep up! 🍁🌿*

  • @sbotros
    @sbotros2 ай бұрын

    Thanks for your insights. I'm an ex IT professional turned restaurant manager and currently looking for a way to get back to Tech. I'm still comparing bootcamps here in Canada and I believe the most 3 that stand out are General Assembly, university of Toronto continuing studies bootcamp (run by edx but also receiving a certificate by UofT), third is lighthouse which has the best reputation but it's not as recognized as UofT. Wish me luck

  • @jessicasidhu8366
    @jessicasidhu836615 күн бұрын

    One of the most realistic roadmap till date!! Loved it!!

  • @user-ie4ox1cg1m
    @user-ie4ox1cg1mАй бұрын

    Thanks for content 📚 📖 Self learning love this way

  • @EthioCybrary
    @EthioCybrary2 ай бұрын

    It's clear and precise! Thank you very much. Could you please provide us with a tutorial on 'Applying Data Science to Cybersecurity'? We're interested in learning how to study Data Science in the context of Cybersecurity.

  • @Aftab_Ahmad_ajk
    @Aftab_Ahmad_ajk4 ай бұрын

    Always helpful content. Thank you

  • @slice8075
    @slice80753 ай бұрын

    Thank you for this video. I guess one should enroll for a 2 years course to become data scientist and cannot be done in few months. I understand that now.

  • @SarojKhatri-ix2ul
    @SarojKhatri-ix2ul10 күн бұрын

    Thank you for sharing such a great Informative video☺

  • @TesterRight
    @TesterRightАй бұрын

    Thank you so much Sundas. I am currently is an Android Developer and planning to switch my career to Data Scientist. I found this video very helpful. Your contents are amazing! hoping to see more videos from you .

  • @snekachandramohan8744
    @snekachandramohan87442 ай бұрын

    Highly informative and perspective 💯✔️

  • @colegreenofficial
    @colegreenofficial4 ай бұрын

    Very helpful video. Thank you.

  • @futureworldhealing
    @futureworldhealing4 ай бұрын

    thanks for your data science videos

  • @VarunMalik-mo6mr
    @VarunMalik-mo6mr3 ай бұрын

    Thank you for the content you are the best ❤️much love ❤️

  • @user-wp5qo6qg7q
    @user-wp5qo6qg7q28 күн бұрын

    Thanks for your break down. I'm sort of breaking into this but more UX.

  • @ashwinr8317
    @ashwinr83174 ай бұрын

    Need How to land a job as Data Scientist because You cook KZread videos Crystal Clear. I like it.

  • @IamMACDANIEL
    @IamMACDANIELАй бұрын

    This is amazing, you did a great job. I love you

  • @princeveer180
    @princeveer1802 ай бұрын

    thank you this video really helped me alot......

  • @user-gt9vb6xt9d
    @user-gt9vb6xt9d4 ай бұрын

    please kindly make a roadmap video for data engineering

  • @SmellsLikeNow
    @SmellsLikeNow4 ай бұрын

    You are amazing! Thank you

  • @tensorthink
    @tensorthink4 ай бұрын

    You're sharing amazing knowledge regarding Date science I really like it This video deserves millions of views and likes Keep sharing amazing knowledge

  • @Chol_Ajak
    @Chol_Ajak4 ай бұрын

    Thank you so much Sundas Khalid for this inspiring video. I am in the process of becoming data scientist, however I have conflicting thoughts, now am pursuing my bachelor degree in sustainable development and also am interested in data science. How can I do that? Is there a way I can use data science to complement sustainable development?.

  • @IamIzharUlHaq
    @IamIzharUlHaq4 ай бұрын

    Good thoughts on this crucial topic.

  • @ffaazz81al5
    @ffaazz81al54 ай бұрын

    Your video motivates and encourages me because it tells a wonderful success story. Please explain to us in another video the most important courses or schools that help us obtain a data science degree in America, and the study will be online because I live in the Middle East.

  • @Bangaruhimabindu
    @Bangaruhimabindu4 ай бұрын

    Much helpful video, tqs

  • @sathyama3945
    @sathyama39452 ай бұрын

    Great video. But I wanted to know whether is there a channel for the Business Understanding and product development. Could you please suggest some resources it'll be really very helpful. Also a book for Statistics and advanced statistics

  • @user-rq9zl6nk6e
    @user-rq9zl6nk6eАй бұрын

    Watching you for the first time, I found you awesome. I wish I could have discovered you a little earlier. Muhammad Mohsin from Lahore, Pakistan. Soon I'll be giving you good news about my career as a data scientist. Thank you, so much dear Mam, for your kind guidance.

  • @ashwinnair2325
    @ashwinnair23254 ай бұрын

    thanks for the advice, can you give a ml engineer vs data scientist role work related video. what they do and how they differ?

  • @pH7Programming
    @pH7ProgrammingАй бұрын

    Fantastic video 🎉

  • @Tech_Enthusiasts_Shubham
    @Tech_Enthusiasts_Shubham4 ай бұрын

    please bring a session how to to do revision for data science concepts in a fast and effective way

  • @Chloe-no9yx
    @Chloe-no9yxАй бұрын

    Thank you for sharing your insights. Could you give an example where understanding the math foundation behind data science helps your day to day as a data scientist? The only time when I found math/statistics to be helpful is analyzing A/B test results. I still have a lot to learn but do most data scientists who aren’t AI/ML engineers apply the mathematical knowledge in their job?

  • @LauraAnna-vn7st
    @LauraAnna-vn7stАй бұрын

    Thank you so much

  • @user-jl9hx4ub7b
    @user-jl9hx4ub7bАй бұрын

    Well said that “Coding is just an tool by which we can apply machine learning models to generate solutions”. Because we have to be a problem solver❤❤❤❤❤

  • @shirinnajdi1951
    @shirinnajdi19514 ай бұрын

    Thank you Sundas, would you please make a video on improving communication skills for data scientists?

  • @SundasKhalid

    @SundasKhalid

    4 ай бұрын

    Thanks for watching :) I noted down the idea.

  • @AshYoutube-dz2qn
    @AshYoutube-dz2qnАй бұрын

    This is really a good video❤

  • @samiksha4524
    @samiksha452422 күн бұрын

    Thanks! 😘

  • @faroozahmad1090
    @faroozahmad10904 ай бұрын

    First Viewer of ur Valuable Informative Video kindly Guide me personally

  • @azmat1099
    @azmat10994 ай бұрын

    I am in the process of becoming a data analyst through Career Foundry. The information you provided has been incredibly valuable. I was not aware of the importance of mathematics and statistics in machine learning until I watched this video. Thanks

  • @PDSREACTION

    @PDSREACTION

    4 ай бұрын

    is it only for us students?

  • @azmat1099

    @azmat1099

    4 ай бұрын

    @@PDSREACTION No, Anyone can sign up, but the promise of a job is only for students in the US, UK, Canada, Australia, and European countries.

  • @justforfun9998

    @justforfun9998

    4 ай бұрын

    Where do you see yourself after completing the course from career foundry? Is it worth for me to start the course of data analyst from career foundry? I have done my graduation in statistics and teaching statistics for the last seven years..

  • @lavanyalaali2571
    @lavanyalaali25714 ай бұрын

    Very informative

  • @siddhantkohli5063
    @siddhantkohli50634 ай бұрын

    If you want to be competent in today’s market then you have to have advance knowledge of Statistics and Mathematics Because without these prerequisites you want be able to do even as basic bas linear regression

  • @huzaifarehman5986
    @huzaifarehman59864 ай бұрын

    Thanks for clarifying the indepth concepts of Data Science field, because many of the students think that python is Data Science.😅

  • @SundasKhalid

    @SundasKhalid

    4 ай бұрын

    It’s a big misconception.

  • @shubhamsharmaofficial04
    @shubhamsharmaofficial044 ай бұрын

    Please share your all favourite resources to learn data science it really needed

  • @mansirai1243
    @mansirai12434 ай бұрын

    Very informative video

  • @mahmoudtaalab5025
    @mahmoudtaalab50257 күн бұрын

    I will make a challenge with my self i will go with this roadmap and upadate every week until i get job or interview 28/5/2024

  • @ravinderarya8531
    @ravinderarya85314 ай бұрын

    Thank you so much mam

  • @DrunkenUFOPilot
    @DrunkenUFOPilot4 ай бұрын

    How is the Julia language doing in Data Science? Did it get some interest but dropped off, or still too little known at this point? I find it fantastic for physics and math research, and it looks like a great tool for DS and ML in the near future.

  • @TechKnowledgeForYou780
    @TechKnowledgeForYou7804 ай бұрын

    Just Amazing.

  • @janmuhammad5497
    @janmuhammad5497Ай бұрын

    Boom , you have done a great job and the ideas you provided so informative and helpful. One thig just want to ask, for those who above 40s, this road map is recommended or some other ways to swith or upgrade skills after 40 or even 50

  • @mohammedabdulla1496
    @mohammedabdulla14964 ай бұрын

    Sundas, can you make video for current job market globally and also in America. And when will it be back to normal .

  • @PPCCO.
    @PPCCO.18 күн бұрын

    Perfect time.

  • @raghavmaheshwari7293
    @raghavmaheshwari72934 ай бұрын

    Could you please provide resources to learn Machine Learning

  • @EmmanuelIlesanmi-fh9he
    @EmmanuelIlesanmi-fh9heАй бұрын

    Can I like this video, a billion times?

  • @Mr.SK_ER16
    @Mr.SK_ER164 ай бұрын

    Hi..Is it lots of makeup on skin to make it red blushing or it's natural ?

  • @serp_3nt79
    @serp_3nt794 ай бұрын

    Please, just need some advice from you. I am currently a student of Data Science and plan on starting content creation to guide and educate people who are new to the field. What advice will you give me? Thanks!

  • @svdfxd
    @svdfxd4 ай бұрын

    Hi, Ma'am! Thanks for the guidance on how to learn Data Science. Can you please let me know how much knowledge of Data Structures and Algorithms we need to clear interviews for roles such as Data Scientist, Machine Learning Engineer, AI Engineer, or Data Engineer at top companies?

  • @desmonderondu3967
    @desmonderondu396717 күн бұрын

    Do I need certifications to get a job - apart from the skill sets u possess and projects u've undertaken?

  • @stuffedsatire
    @stuffedsatire4 ай бұрын

    Sundas you recommend a lot of courses and projects to build your portfolio. If I’m just about to go to college is it worth it to seek a degree in data analytics, will that give me an edge in finding a job in the future?

  • @user-kw3ov4rj6l
    @user-kw3ov4rj6l3 ай бұрын

    you are a wonderful person ❤ i was really desapear i have a question .. i study AI in my collea and the projects that i do using deep learning ,Nlp or computer vision so litteraly don't know what is called the job that i want to search about can i became a data scientist by using deep learning ,Nlp and computer vision or that is quite different

  • @SalmanKhan-hj4sl
    @SalmanKhan-hj4sl4 ай бұрын

    Please make video on Data engineering roadmap in 2024

  • @ni12907
    @ni129074 ай бұрын

    Hi Sundas- can you do some machine learning tutorials pleasee? and python also

  • @JKRProductions2022
    @JKRProductions20223 ай бұрын

    I'm currently in school and was deciding specifically between Cybersecurity and Data Science. A lot of the problem I'm seeing is when I'm getting salary quotes people are talking about Data Analyst but quoting Data Scientist pay. A degree in Computer Science is a career change for me, so I'm not sure I have time to go straight into a master's program. Is there a way to go straight in to Data Science with just a BS in Computer Science? I'm also VERY interested in WFH, my mom worked from home from 97-17 for IBM as a Data Analyst. Is there a better path to get than either Cybersecurity or Data Science? I'm only in semester 3 of my post-bacc so learning now would be great.

  • @user-yh9ln9mq2h
    @user-yh9ln9mq2h23 күн бұрын

    Hey i am not scared of math but i am scared of calculus and I don't enjoy single second trying to do calculus! Do you think i can just pass in data scientist role with very small knowledge or no knowledge of calculus or i need to rethink my descision on becoming a data scientist?

  • @Angelinajolieshorts
    @Angelinajolieshorts4 ай бұрын

    I am here after Codanics channel. He used your example and I search you.

  • @noemimimi1818
    @noemimimi181826 күн бұрын

    what about NLP? please Help, i am trying to decide between Data Science or NLP, are they the same?

  • @shoukatmanzini-fs3lx
    @shoukatmanzini-fs3lx28 күн бұрын

    What are you said about database?

  • @cm-a-jivheshchoudhari9418
    @cm-a-jivheshchoudhari94182 ай бұрын

    I have covered machine learning and deep learning concepts, i am also persuing my honors in aiml, and i have good enough understanding of statistics, not for being a data scientist should i persue data analyst skillset also (I plan to take the goole's data analyst certification)?

  • @ninadnikam28
    @ninadnikam284 ай бұрын

    Hey Sundas, Thanks for your very good review on Data Scientist. Really its gone clear all the pictures roadmap of Data Scientist. Sure It will help me understand and applying for the DS job role. Thanks!

  • @ola...o1009
    @ola...o10094 ай бұрын

    What would it take to attain mastery in Python ? You helped me get past the fear of coding lol😅

  • @2BearTM
    @2BearTM3 ай бұрын

    Im a recent cs graduate with no work experience at all. My favorite classes were by far my senior classes on machine learning, databases, and data science. So i wanted to get a job in data science. Should I first try to get a job as a software developer or something similar first or should I try to shoot for being a data scientist. I've always enjoyed math so the statistics isn't an issue for me.

  • @BlossomBerry94

    @BlossomBerry94

    3 ай бұрын

    Me too and that’s why I’m doing DS bootcamp along with my degree

  • @iqrafatima5549

    @iqrafatima5549

    2 ай бұрын

    ​@@BlossomBerry94can you tell me more about this bootcamp? I am pursuing a degree in mathematics and want to do something along with it

  • @BlossomBerry94

    @BlossomBerry94

    Ай бұрын

    @@iqrafatima5549 it’s called TripleTen data science bootcamp. If you get referral you get 25% off the bootcamp. Let me know if you want referral code. I’m halfway thru it and enjoying it a lot

  • @mdbelalhossainsanto6523
    @mdbelalhossainsanto65233 ай бұрын

    How much 'Google Data Analytics' & 'Google Advanced Data Analytics' courses can help me to be a data scientist? Please, educate me.

  • @akshat12467dubey
    @akshat12467dubeyАй бұрын

    Please tell which university you studied from because I want to become data scientists

  • @varinderpalsingh7281
    @varinderpalsingh728127 күн бұрын

    Is it good for a experienced developer to switch to data science?

  • @Pingsmingu
    @Pingsmingu3 ай бұрын

    Mam please help , am wanting to have a career change . I am from qa engineering background both manual and automation. How easy or hard is data science for anyone from my background

  • @ankitamaheshwari5902
    @ankitamaheshwari59023 ай бұрын

    How to become research scientist please help me

  • @CosmoStar_
    @CosmoStar_13 күн бұрын

    is dsa really required for data science jobs should i focus on dsa or not ?

  • @raam0408
    @raam04084 ай бұрын

    Is DSA required to crack the product based companies for data scientist/data analytics roles?

  • @sakshimourya9012

    @sakshimourya9012

    3 ай бұрын

    Nope

  • @shubhamgattani5357
    @shubhamgattani53573 ай бұрын

    6 minutes into the video and hitting the like button

  • @user121304
    @user1213044 ай бұрын

    Is it worth to switch from frontend web development to data science?

  • @ashwinr8317

    @ashwinr8317

    4 ай бұрын

    Even I did the same ! I didn't face any issues

  • @paulmeek537
    @paulmeek537Ай бұрын

    Newbie here. I recently enrolled in Eastern University MS in Data Science. If anyone is familiar with that program your feedback would be golden

  • @ayushmita943

    @ayushmita943

    Ай бұрын

    Hello there... I'm a 10th grader and can you please tell me if you learnt coding before pursuing Data science? Thankyou

  • @davidwarner1248
    @davidwarner12483 ай бұрын

    please answer one question of mine - How likely is it that I get a job as a fresher in data science in Canada?

  • @clerpington_the_fifth

    @clerpington_the_fifth

    3 ай бұрын

    why limit yourself to location? data science/ml has plenty of remote jobs, even at entry level. better have plenty of projects to show for it though, no different than any other job.

  • @aaronyang8264
    @aaronyang82644 ай бұрын

    Maybe it's not appropriate to judge whether the magnitude of laid off numbers toward data scientists is big or not. The absolute numbers vary greatly between different roles (such as SWE, DS, HR, ...), making it difficult to assess based solely on the laid-off groups.

  • @SundasKhalid

    @SundasKhalid

    4 ай бұрын

    That’s fair. There are far more SWEs than data science folks. The study is also dependent on self-reporting so could be biased due to that (like most self-reported studies) but that’s the numbers we have. If you have additional insights, would love to hear.

  • @remijinadu6467

    @remijinadu6467

    2 ай бұрын

    ​@@SundasKhalid❤

  • @passportbro904
    @passportbro9044 ай бұрын

    I start my 3 year data science degree in april this year, but i already know python and currently building projects and learning sql, will this help me in my degree? Do i have to wait until i finish my degree b4 i start applying for jobs?

  • @hamamunashe

    @hamamunashe

    Ай бұрын

    Yes, Python, sql, R & Ms Excel will help you.

  • @andreasgamer6805
    @andreasgamer68054 ай бұрын

    What do you think about the data science jobs and the AI? The AI will decreases the jobs in data science or no?

  • @clerpington_the_fifth

    @clerpington_the_fifth

    3 ай бұрын

    it takes people to create and maintain the ai intelligence, so it balances out.

  • @chumbawumba1959
    @chumbawumba19593 ай бұрын

    AI will put many developers out of work, so data analytics is the new frontier growth area for IT. Also Cyber Security is a key growth area.

  • @black-ic4rg
    @black-ic4rg3 ай бұрын

    Is HTML, CSS, BOOT STRAP, JAVA SCRIPT, Still good for learn in 2024 I am very confused.

  • @ckhang
    @ckhangАй бұрын

    Do you think GoLang is worth the time to learn?

  • @Cheeseballer69
    @Cheeseballer694 ай бұрын

    I want to be a data scientist. is WGU a good option? I am in the process of enrolling but I am not exactly sure if I want to go this route. Please let me know someone thanks!!!!

  • @jamesm.3967

    @jamesm.3967

    Ай бұрын

    She isn’t your career counselor. 😂

  • @VikasReddy-hb7vk
    @VikasReddy-hb7vk3 ай бұрын

    Im weak in maths but good in stastics and im fresher is it worth to learn data science

  • @clerpington_the_fifth

    @clerpington_the_fifth

    3 ай бұрын

    if you are good in statistics then you are better at math than you think and have a good foundation for learning about machine learning and data science.

  • @IT_with_Glitch
    @IT_with_Glitch4 ай бұрын

    You're an amazing Speaker for god sake, god damn it, my lord

  • @evelic

    @evelic

    4 ай бұрын

    Its called video editing.

  • @TheAmazoniaFinds
    @TheAmazoniaFinds2 ай бұрын

    SUMMARY : Step 1: Research Data Science Job Family - Explore various roles under the data science umbrella, including data scientist, data analyst, machine learning engineer, AI specialist, data engineer, analytics manager, research scientist, etc. - Understand the responsibilities and required skill sets for each role to identify your interests and goals. Step 2: Understand Layoff Statistics - Recognize that while data scientist roles were affected by layoffs, they were less affected compared to other roles like HR and software engineering. Step 3: Learn Fundamentals 3.1 Statistics: - Descriptive statistics (mean, median, mode, variance, standard deviation, frequency distribution, etc.). - Inferential statistics (probability distribution, hypothesis testing, sampling, time series analysis, etc.). 3.2 Machine Learning: - Supervised learning (linear regression, logistic regression, decision trees, random forest, neural networks, etc.). - Unsupervised learning (k-means clustering, hierarchical clustering, principal component analysis, etc.). Step 4: Coding Skills - Learn Python for data analysis (libraries like Pandas, NumPy, Matplotlib) and machine learning (libraries like Scikit-learn, TensorFlow, PyTorch). - Gain proficiency in SQL for data manipulation and querying databases. Step 5: Tools Mastery - Familiarize yourself with tools like Jupyter Notebooks and Google Colab for coding and data analysis. - Understand version control systems like Git for code management and collaboration. Step 6: Business and Product Understanding - Learn business fundamentals and product development lifecycle to understand how data science contributes to business success. - Develop communication skills to effectively convey insights and recommendations to stakeholders. Step 7: Project Portfolio - Work on a variety of projects that showcase your skills and understanding of data science concepts. - Projects could include hypothesis testing, time series forecasting, customer fraud detection, recommender systems, exploratory data analysis, etc. - Utilize free datasets from platforms like Kaggle and Google Data Search for project implementation. Step 8: Interview Preparation - Practice behavioral, coding, and case study interviews. - Be able to solve case studies demonstrating problem-solving skills and application of data science techniques. Note: - The timeline for learning these skills may vary for each individual. - Continuous learning and practice are essential for mastering data science. - Stay updated with industry trends and technologies to remain competitive in the field. This roadmap provides a structured approach to learning data science and preparing for a career in the field. Adjustments can be made based on personal interests, goals, and feedback received during the learning journey.

  • @saliimmohammed9152
    @saliimmohammed91524 ай бұрын

    being from a non-tech and non-IT academic and professional background, does it worth to spend time & money on Data Science study to get a better career opportunity? Edit: I could never love maths...

  • @clerpington_the_fifth

    @clerpington_the_fifth

    3 ай бұрын

    i do believe you have answered your own question, unless you find your current career more dreadful than math

  • @user-ff8ww3nc6e
    @user-ff8ww3nc6e4 ай бұрын

    im study in 11 std my wish is to become a data scientist but i choose plus one commerce,everyone says to became a data science i choose computer science what can i do .please help me sister my biggest dream to be a data scientist

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