Data Scientist vs Machine Learning Engineer | DS vs ML

Data science and machine learning field is growing exponentially in recent times. In this video I will be explaining the difference between two very important roles in this field, data scientist and a machine learning engineer. We will evaluate it on three fronts,
⭐️ Timeline ⭐️
00:00 Introduction
00:23 Job Duties
02:53 Skills
05:57 Salaries
12:09 Summary of differences (MOST IMPORTANT)
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❗❗ DISCLAIMER: All opinions expressed in this video are of my own and not that of my employers'.

Пікірлер: 176

  • @codebasics
    @codebasics2 жыл бұрын

    Do you want to learn technology from me? Check codebasics.io/ for my affordable video courses.

  • @cordep2506
    @cordep25062 жыл бұрын

    I loved this video. I'd been looking for these both topics for a long time, and you made me understand the difference perfectly

  • @sirmarshazzle
    @sirmarshazzle2 жыл бұрын

    Thanks for this video explaining the differences and similaries between these two fields.

  • @akhileshgandhe5934
    @akhileshgandhe59343 жыл бұрын

    Just wow. Thanks. Many people really doesn't know the difference between DS and ML engineer. They use these words interchangeably very often. Sad part is famous data science youtube channel doesn't even discuss this.

  • @ricardoraulino-guitar
    @ricardoraulino-guitar2 жыл бұрын

    Great content, Thanks! Subscribed! Cheers! 🇧🇷

  • @surbhiagarwal2322
    @surbhiagarwal23226 ай бұрын

    Thanks for this much needed clarification. I've applied to data science jobs and they expect me to not build machine learning model prototypes and I was really confused. Most companies, especially startups will interchange job descriptions.

  • @its_kumar
    @its_kumar3 жыл бұрын

    Now I know that I am a Machine Learning Engineer not Data scientists. I was always confuse in these two things. Thank you sir for clearing it. 🙏🏼

  • @codebasics

    @codebasics

    3 жыл бұрын

    You are most welcome

  • @aviralrai6803

    @aviralrai6803

    Жыл бұрын

    Me too

  • @user-db5kv7gk8q

    @user-db5kv7gk8q

    Жыл бұрын

    Hey what is the diff between data analyst and data scientist then.plz tell

  • @its_kumar

    @its_kumar

    Жыл бұрын

    @@user-db5kv7gk8q it is explained in the video. To put it in one liner, data analytics is all about descriptive analysis of what happened and why it happened, data science is more about predictive analysis, what will happen in future

  • @user-db5kv7gk8q

    @user-db5kv7gk8q

    Жыл бұрын

    @@its_kumar thanks buddy

  • @BravotechAI-Asia
    @BravotechAI-Asia Жыл бұрын

    You're the motivator. Good job.

  • @MatheusSilva-bq3ff
    @MatheusSilva-bq3ff3 жыл бұрын

    Thanks for the video!

  • @phonethiriyadana
    @phonethiriyadana3 жыл бұрын

    very interesting especially teamblind info and thanks for sharing. What about Machine Learning consultant? Is it a mixture of both roles again?

  • @aneksingh4496
    @aneksingh4496 Жыл бұрын

    very nicely presented and informative as well

  • @sandipanmandal3830
    @sandipanmandal38302 жыл бұрын

    omg the salary blown my mind..... now I will rest only after I become a MLE

  • @dik8353
    @dik83532 жыл бұрын

    very good video. nicely explained !

  • @cory99998
    @cory99998 Жыл бұрын

    I love the idea of being a ML engineer but I seriously doubt I have the intellect for it. I enjoy working on personal projects, but going from that to practically working in a professional environment feels very daunting. I have no idea what I need to learn and be able to do, and I'm not sure that I would enjoy it as much if the projects themselves aren't interesting. In my personal work I get to be creative and invent new things but I wouldn't have the same freedom working professionally.

  • @saimahendrapatnaik2847
    @saimahendrapatnaik284711 ай бұрын

    Crystal clear explanation👌

  • @kickass12339
    @kickass12339 Жыл бұрын

    Good explanation. Thank you.

  • @jean4j_
    @jean4j_ Жыл бұрын

    Perhaps Rust would make sense as a replacement of C++ for custom algorithm implementation. Go would work great as well.

  • @aishwaryajayadas7538
    @aishwaryajayadas75383 жыл бұрын

    Thank you so much sir for making this video. And thanks for all the tutorials. Your videos help us a lot. Thank you sir

  • @codebasics

    @codebasics

    3 жыл бұрын

    Glad to hear that

  • @akshatkusingh
    @akshatkusingh2 жыл бұрын

    Exactly what i was looking for

  • @budgetvloggertelugu2325
    @budgetvloggertelugu23253 жыл бұрын

    you are awsome explaining these things :) loved it.

  • @codebasics

    @codebasics

    3 жыл бұрын

    Glad you liked it!

  • @shaurytiwari2825
    @shaurytiwari28253 жыл бұрын

    Waiting 👍🏻

  • @tarankaranth8782
    @tarankaranth87822 жыл бұрын

    this is fantastic video! i have a question. engineering colleges offer BE im computer and data science', do think it would be good to take this vs just computer science? can provider your perspective on this.?

  • @gallerbae
    @gallerbae3 жыл бұрын

    Great video. I love coding a lot, but I do not have a computer science degree. I have a masters in statistics and two years of work experience building ML algos. After this, I have a 5 year gap without data, during which, I have been working towards my PhD in theoretical economics models. I wish to make a move back to the data world. Would love to hear your advice about which option is better for me to pursue

  • @thijsyo

    @thijsyo

    Жыл бұрын

    Data Scientist for sure

  • @thecerebrum.
    @thecerebrum.3 ай бұрын

    one reality you missed to mention is job opportunity, ML engineers are not as much in demand, the ML engineers at google are far less than Data Scientists at Google. Also, ML is too specialized sub-branch, whereas a Data Scientist can work as either Data Engineer, Data Analyst or Business Analyst. And the compensation is also quite high.

  • @muhammadomer5301
    @muhammadomer53013 жыл бұрын

    U solved a puzzle in my mind ThanX

  • @salmansayyad4522
    @salmansayyad45223 жыл бұрын

    Thanks a lot, sir! really useful info

  • @codebasics

    @codebasics

    3 жыл бұрын

    Glad it was helpful!

  • @akshaynangare1887
    @akshaynangare1887 Жыл бұрын

    After a long time I got the clarity that I should go for machine learning

  • @Mr_shish_
    @Mr_shish_3 жыл бұрын

    Thank you sir , it is very helpful me to decide my domain.

  • @codebasics

    @codebasics

    3 жыл бұрын

    Glad to hear that

  • @chiczhang
    @chiczhang2 жыл бұрын

    This is so far the clearest explanation that I heard for differing the DS from MLE. Thanks!

  • @codebasics

    @codebasics

    2 жыл бұрын

    👍👍😊

  • @riddhidigital7604
    @riddhidigital76043 жыл бұрын

    Can you make a new playlist ..how to become a machine learning engineer separately?

  • @sandeepkhichar8524
    @sandeepkhichar85243 жыл бұрын

    Waiting 😀😀

  • @Vijay-Yarramsetty
    @Vijay-Yarramsetty3 жыл бұрын

    respect for your great efforts. A real guru.

  • @codebasics

    @codebasics

    3 жыл бұрын

    I am happy this was helpful to you.

  • @abacas2175
    @abacas21753 жыл бұрын

    For Data Science u must have knowledge of ML,AI,DL am I right sir and other technical skills?

  • @omaralhajali3915
    @omaralhajali39152 жыл бұрын

    great content thanks

  • @satyanarayanbarik1701
    @satyanarayanbarik1701 Жыл бұрын

    Very helpful sir ❤

  • @dhavalbhatt5279
    @dhavalbhatt52792 жыл бұрын

    This channel is a HIDDEN GEM on KZread 😍😍😍😍

  • @liveautomationexperts
    @liveautomationexperts Жыл бұрын

    Great asset to learn basics.

  • @suzannalam8932
    @suzannalam89322 жыл бұрын

    can I have a question? if I’m a biz person and I have lots of ideas but I don’t know who to bring on board, do u recommend me starting to learn how to be a data scientist first? just because I know the biz thx

  • @desparadoking8209
    @desparadoking82093 жыл бұрын

    Very informative and diverse video, which gives food for thought in the field of IT. THANKS A ton 🙏🙏

  • @codebasics

    @codebasics

    3 жыл бұрын

    My pleasure 😊

  • @manoharm6882

    @manoharm6882

    6 ай бұрын

    ​@@codebasics I have experience in software testing now I am planning to change job, could you please suggest which is better machine learning or Data science?

  • @testcode9589
    @testcode95892 жыл бұрын

    What if both my programming and business domain knowledge is bad. Like i can code i know concepts of oop and dsa but not very good with coding but i know ml dl and basic maths needed for ml models. can get a job then?

  • @gng75
    @gng753 жыл бұрын

    Addicted to your videos 💖👍

  • @codebasics

    @codebasics

    3 жыл бұрын

    Glad you like them!

  • @meninjohnjohn2835
    @meninjohnjohn28352 жыл бұрын

    In your point of view which one has more scope sir ml or ds

  • @oldschool4714
    @oldschool47143 жыл бұрын

    who could have articulated it any better? it is clear as transparent glass now, in my mind. Thank you. # respect

  • @codebasics

    @codebasics

    3 жыл бұрын

    thank you :)

  • @nikhilsharma3484

    @nikhilsharma3484

    3 жыл бұрын

    Seriously you teach amazing, so simplified 👍

  • @gangadharan8473
    @gangadharan84733 жыл бұрын

    Currently im doing mechanical engineering program and im a final year now at final semester , I'm interested in computer vision and in pandemic i learnt some basics , i don't know which category this belongs and how to approach towards that computer vision field. Now i learnt math and python basics and the libraries ,now i'm learning algorithms from your channel and andrew ng course , So now i am stuck and don't know how to proceed further without the choice paralysis . If anyone reading this comment can provide some answers please fill me in .

  • @sorvex9
    @sorvex9 Жыл бұрын

    I am a machine learning engineer at a large news organization, I build the model and I also deploy it, so this didn't really make anything clear to me. Data scientists come to me for modelling advice all the time as well, although I have a few times had to deploy their models for them because they didn't have the skills to do so.

  • @josephdsouza4949
    @josephdsouza49492 жыл бұрын

    you made my day

  • @jamespaz4333
    @jamespaz4333 Жыл бұрын

    Sometimes companies themselves don't know what they really want. They might be selling a "Data Scientist" that would be doing only ML; and having a "BI Analyst" doing data wrangling, exploration and delivering insights.

  • @LushPleiades
    @LushPleiades2 жыл бұрын

    you are an absolute legend

  • @KeshavKumar-ez9qi
    @KeshavKumar-ez9qi3 жыл бұрын

    Kindly make a series for Non-tech people(also having non tech work experience) who are trying to make career transition in the field of analytics.

  • @anushadpk6099

    @anushadpk6099

    3 жыл бұрын

    This is what iam looking for 😀

  • @Viddrohh

    @Viddrohh

    3 жыл бұрын

    LOL ... Don't do it to get disappointed.

  • @codebasics

    @codebasics

    3 жыл бұрын

    actually i already have such video. In youtube search for "codebasics learn data analyst skills 3 months" you will my video that has step by step roadmap with free online resources. This is applicable for non tech people

  • @DK-js8cz

    @DK-js8cz

    2 жыл бұрын

    @@codebasics Can I become ml engineer after becoming data analyst?

  • @soumyaranjansethi1790
    @soumyaranjansethi17903 жыл бұрын

    Amazing sir

  • @troubution
    @troubution3 жыл бұрын

    Very informative 👍👍👍

  • @codebasics

    @codebasics

    3 жыл бұрын

    Glad you think so Chinmay!

  • @draken6141
    @draken61413 жыл бұрын

    can u talk about masters in canada sir like there are many courses mmath ms msac msc can u pls elaborate about thm i am confused!! thank u in advance

  • @rajpanjwani3474
    @rajpanjwani34743 жыл бұрын

    Thank you sir for sharing your valuable knowledge with us

  • @codebasics

    @codebasics

    3 жыл бұрын

    Thanks and welcome

  • @user-fj6zs3tz3f
    @user-fj6zs3tz3f Жыл бұрын

    Can you get a job machine learning by certified? Or ML Certification will get you job?

  • @nikhilsharma3484
    @nikhilsharma34843 жыл бұрын

    Sir, please prepare a basic video on power bi....like the one that you have currently is pretty amazing but start from the basics please...

  • @codebasics

    @codebasics

    3 жыл бұрын

    Noted

  • @dhruvildobariya8270
    @dhruvildobariya8270 Жыл бұрын

    Is bechelor degree in CSE is enough or required Master degree for ml engineering??? Pls reply

  • @koushikkumar2320
    @koushikkumar23202 жыл бұрын

    Should I go in the field of Machine Learning after age 32. What is percentage of Job Opportunity in America. Please Reply.

  • @niharikapanda501
    @niharikapanda5013 жыл бұрын

    But sir , u talked about having a gud domain knowledge as a data scientist but what if the person is having the computer science background itself....

  • @sowmyat.k2028
    @sowmyat.k20282 жыл бұрын

    So, ML Engineer gets an opportunity to build models or they work only on production deployment of the models provided by Data Scientists?

  • @codebasics

    @codebasics

    2 жыл бұрын

    They do build the models themselves.

  • @Adityadevkar463
    @Adityadevkar463 Жыл бұрын

    Is it necessary to learn ml and dl to become data scientist

  • @ankitraj5351
    @ankitraj53512 жыл бұрын

    Hye am a ibm certified data scientist from intellipaat but am not able to get the job so can u help me

  • @Jayalakshmi-xy1ds
    @Jayalakshmi-xy1ds2 жыл бұрын

    Which is best guys can any one suggest me ds or ml

  • @naturalcure4628
    @naturalcure46283 жыл бұрын

    Dear sir, could you please make a video on how to become a machine learning engineer which includes career path, guidelines and course recommendations?

  • @codebasics

    @codebasics

    3 жыл бұрын

    Yes I will be making that in future, stay tuned

  • @kenkazuto6277
    @kenkazuto62779 ай бұрын

    I really like your video, your video help me a lot but I want to be Data Engineer. Can you make a video about " Complete Roadmap for Data Engineer " . I search in your channel but I cannot find video about it. Thank you.

  • @soldier3598
    @soldier35983 жыл бұрын

    Analytics consulting vs Data science .. difference please

  • @dragonartgroup6982
    @dragonartgroup6982 Жыл бұрын

    Is it true that data scientists need marketing for their jobs?

  • @userud9bs9fm3y
    @userud9bs9fm3y3 жыл бұрын

    Could you please share laptop configuration for data science and machine learning ...And it's cost

  • @saibindu9361
    @saibindu93612 жыл бұрын

    Data science is best or mechine learning is best for future??

  • @gauravdeep07
    @gauravdeep07 Жыл бұрын

    I am not good in maths can I do AI/ML or data science

  • @vaibhavphopase9802
    @vaibhavphopase98023 жыл бұрын

    As I'm thinking about doing MSc in Data Science, so should I change my decision from data science to machine learning ? Please help !

  • @codebasics

    @codebasics

    3 жыл бұрын

    you are on right track.. Continue with data science... there are more jobs for data scientists then machine learning engineers. Also becoming machine learning engineer is much harder than data scientist so based on this input you can change the decision if needed.

  • @vaibhavphopase9802

    @vaibhavphopase9802

    3 жыл бұрын

    @@codebasics Ok! 😍 Thanks a lot for the precious info.

  • @ajayv2632

    @ajayv2632

    2 жыл бұрын

    Even I am planning Master's in Computer science (Data science as a major) can we connect through mail so we can discuss about projects and publication required to get a admit.

  • @nicholai9266
    @nicholai92663 жыл бұрын

    Is there any difference between ML Engineer and AI engineer based on their paths and roles in Data Science community?

  • @codebasics

    @codebasics

    3 жыл бұрын

    I think they are same

  • @nicholai9266

    @nicholai9266

    3 жыл бұрын

    @@codebasics Thank you for clarifying. :)

  • @prerakmehta9827
    @prerakmehta98273 жыл бұрын

    can an extc engineer become data scientist

  • @sunnyindori2901
    @sunnyindori29013 жыл бұрын

    Hello sir I wanted to ask that data scientist is demanding filed ds is best carrer option

  • @codebasics

    @codebasics

    3 жыл бұрын

    yes the demand for data scientists is increasing but number of jobs are more for data analyst than data scientists.

  • @yrysf777
    @yrysf7772 жыл бұрын

    thank you for the video , I am a 4th year university computer science student and I am interested in career in machine learning. How good do I have to be in math and statistics ? Is machine learning engineer job stressful or lot of pressure ?

  • @Nikashaaa

    @Nikashaaa

    Жыл бұрын

    have you given jee?

  • @sahdevdodiya
    @sahdevdodiya Жыл бұрын

    machine learning is good in future? in india ? at 2025-26

  • @Ceyhus
    @Ceyhus3 жыл бұрын

    Thank you

  • @codebasics

    @codebasics

    3 жыл бұрын

    👍😊

  • @ankitchaurasia1396
    @ankitchaurasia13962 жыл бұрын

    hello sir, i am a mechanical engineer. what should i choose MS in data science or MS in Machine learning?

  • @adimasmudi5390
    @adimasmudi53902 жыл бұрын

    Can someone be a Data scientist and Machine learning engineer at the same time?

  • @bhanupratapsinghjhala3053
    @bhanupratapsinghjhala30532 жыл бұрын

    Hello Sir! Thank you so much for this Video and this is really very helpful, I request you to please help me in my concern, I am having total 7 years of work experience , working as Team Leader operation in back office, I am good in excel I can read write and create different different types of charts Graphs etc, I wanted to become ML engineer but I am from non tech background , I am learning python currently , My question is will I get a job in ML industry because I am from Non Tech background and may be not that much good enough but I need chance is I am on a right path ?

  • @codebasics

    @codebasics

    2 жыл бұрын

    Yes you can become. Do not worry about your background. ML engineer has to do lot of hard core coding, for you I am thinking data analyst path would be better. In youtube first search "codebasics data analyst, data engineer and data scientist" My video would pop up that will explain difference among these 3. After that again search "codebasics data analyst roadmap" it will show you a step by step roadmap video for data analyst career. Watch all of those and then make a decision. I wish you all the best my friend and as I said, YOU CAN DO IT!

  • @meninjohnjohn2835
    @meninjohnjohn28352 жыл бұрын

    Excuse me sir can u please say which one s scope in future ( btech cse ai and ml or btech cse ai and ds) ?.

  • @meninjohnjohn2835

    @meninjohnjohn2835

    2 жыл бұрын

    Excuse me sir...?

  • @ajitkumarupadhye421
    @ajitkumarupadhye42111 ай бұрын

    Thanks

  • @codebasics

    @codebasics

    11 ай бұрын

    Thanks 👍

  • @mushfiqachowdhury
    @mushfiqachowdhury Жыл бұрын

    I think, you looks like Satya Nadella with much of similarities

  • @paraschaurs
    @paraschaurs3 жыл бұрын

    I only want to do data analysis with Python.. So should I become a data scientist and learn nlp, keras and open cv

  • @codebasics

    @codebasics

    3 жыл бұрын

    yes you can do that. Or choose a path of becoming data analyst. I have videos on both of these. In youtube search for "codebasics learn data science in 6 months" you will my video that has step by step roadmap with free online resources. In youtube search for "codebasics learn data analyst skills 3 months" you will my video that has step by step roadmap with free online resources.

  • @paraschaurs

    @paraschaurs

    3 жыл бұрын

    @@codebasics thanks for your advice but I think I got u confused with my question... I love data analysis and also like making machine learning model so if I want to apply for this job what would be the job title. Secondly To become a data scientist do we have to learn keras, tensor flow, pytorch, nlp, Yolo, open cv. 😳😳😳😳😳

  • @skandha4265
    @skandha42653 жыл бұрын

    I am Software Functinality tester..QA.. with 9 years of Exp in BFSI Domain. I have done Bachelors in Chemistry with MBA Finance and Mktg. I had some marketing exp after UG and KPO Process Analyst after MBA before joining Software Testing. Basically some gaps between courses. I was fond of QT or Statistics during MBA. I wish to know, can I learn Python and Data Scientist Course and become one Data Scientist or will by gaps hold me back. I am worried about ROI on hard earned money.

  • @codebasics

    @codebasics

    3 жыл бұрын

    To be honest path to data scientist would be very steep, you can target data analyst career instead. That would be something you can easily achieve and won't have to worry about gap in career. Also once you spend few years as a data analyst you can switch to data scientist role by learning some additional skills.

  • @HamzaKhan-ho4jw
    @HamzaKhan-ho4jw27 күн бұрын

    hello sir Hamza from Pakistan. loving the way u teach. i wannah ask can i follow the new road map u posted in 2024 AI for ML or the 3 years older one for ML

  • @codebasics

    @codebasics

    27 күн бұрын

    Follow the new one from 2024

  • @HamzaKhan-ho4jw

    @HamzaKhan-ho4jw

    27 күн бұрын

    @@codebasics thank you sir

  • @mdougf
    @mdougf2 жыл бұрын

    So Machine Learning Engineers aren't really building ML models...??? They are basically Machine Learning Infrastructure Engineeers? And Data Scientists are the ones who build the ML/statistical models etc? I thought that a true ML Engineer builds models, and then I thought there was another role which was something like Machine Learning Infra Engineers whose responsibility was to deploy and scale etc. Can somebody help me better understand?

  • @shampysingh913
    @shampysingh9133 жыл бұрын

    What is scaling something?

  • @adityak935

    @adityak935

    2 жыл бұрын

    You built a solution on a dataset of 1000 people. Now you want to implement the solution to the same problem for the public like 10,00,000 people.

  • @ps9195
    @ps91953 жыл бұрын

    Confused!😩

  • @pawankumar3570
    @pawankumar35703 жыл бұрын

    After few years later experience in data science, how it would be useful in real time ? who want become enterprinur, make video on this topic...

  • @raiverindersinghmann5109

    @raiverindersinghmann5109

    3 жыл бұрын

    Data is never ending in the near future

  • @raiverindersinghmann5109

    @raiverindersinghmann5109

    3 жыл бұрын

    Data is never ending in the near future

  • @deniz.7200
    @deniz.72007 ай бұрын

    Youre kinda comparing data analyst with ML, data scient,st almost all the time hould use ML for their models. Also modeling details like feature engineering are mainly DS job..

  • @techraja930
    @techraja9303 жыл бұрын

    Nice vedio sir🤟🤟🤟🤟🤟

  • @codebasics

    @codebasics

    3 жыл бұрын

    Thanks and welcome

  • @surbhiagarwal2322
    @surbhiagarwal23226 ай бұрын

    Why do ML Engineers need to know the math behind machine learning? Isn't that mainly a data scientist requirement

  • @anilnarkhede3718
    @anilnarkhede37183 жыл бұрын

    Sir plz make full tutorial on python 3

  • @codebasics

    @codebasics

    3 жыл бұрын

    On KZread search for "codebasics python tutorials", you will find my videos please watch it

  • @sujeshpandey5426
    @sujeshpandey54263 жыл бұрын

    What is exact role of an AI engineer. Plz explain.

  • @codebasics

    @codebasics

    3 жыл бұрын

    AI engineer and ML engineer are same

  • @m._shameem6072
    @m._shameem60722 жыл бұрын

    Degree or skill ❗

  • @DS-im9oi
    @DS-im9oi3 жыл бұрын

    What to do in cllg 1st year to become a skilled data scientist?

  • @ajaykundu6446

    @ajaykundu6446

    3 жыл бұрын

    Learn python and its IDE's

  • @codebasics

    @codebasics

    3 жыл бұрын

    Focus on coding, stats and math. Also in youtube search "codebasics how to be industry ready while in college" you will find my video that will be very useful to you.

  • @cebabu
    @cebabu3 жыл бұрын

    I think, devops team take care of deployment

  • @Kuldeep7720
    @Kuldeep77203 жыл бұрын

    Sir please make videos in Hindi language + English presentation That would be more understandable. And u will get more audience.

  • @codebasics

    @codebasics

    3 жыл бұрын

    This same video in hindi language on my hindi channel my friend. Please check codebasics hindi channel

  • @Kuldeep7720

    @Kuldeep7720

    3 жыл бұрын

    @@codebasics thankyou sir

  • @deniz.7200
    @deniz.72007 ай бұрын

    Data Scientists do not use BI, that is for BI professionals and to some extent Data Analysts..

  • @techknowlinux3099
    @techknowlinux30993 жыл бұрын

    Oh no