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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Пікірлер: 176
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I loved this video. I'd been looking for these both topics for a long time, and you made me understand the difference perfectly
Thanks for this video explaining the differences and similaries between these two fields.
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.
Great content, Thanks! Subscribed! Cheers! 🇧🇷
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.
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
3 жыл бұрын
You are most welcome
@aviralrai6803
Жыл бұрын
Me too
@user-db5kv7gk8q
Жыл бұрын
Hey what is the diff between data analyst and data scientist then.plz tell
@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
Жыл бұрын
@@its_kumar thanks buddy
You're the motivator. Good job.
Thanks for the video!
very interesting especially teamblind info and thanks for sharing. What about Machine Learning consultant? Is it a mixture of both roles again?
very nicely presented and informative as well
omg the salary blown my mind..... now I will rest only after I become a MLE
very good video. nicely explained !
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.
Crystal clear explanation👌
Good explanation. Thank you.
Perhaps Rust would make sense as a replacement of C++ for custom algorithm implementation. Go would work great as well.
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
3 жыл бұрын
Glad to hear that
Exactly what i was looking for
you are awsome explaining these things :) loved it.
@codebasics
3 жыл бұрын
Glad you liked it!
Waiting 👍🏻
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.?
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
Жыл бұрын
Data Scientist for sure
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.
U solved a puzzle in my mind ThanX
Thanks a lot, sir! really useful info
@codebasics
3 жыл бұрын
Glad it was helpful!
After a long time I got the clarity that I should go for machine learning
Thank you sir , it is very helpful me to decide my domain.
@codebasics
3 жыл бұрын
Glad to hear that
This is so far the clearest explanation that I heard for differing the DS from MLE. Thanks!
@codebasics
2 жыл бұрын
👍👍😊
Can you make a new playlist ..how to become a machine learning engineer separately?
Waiting 😀😀
respect for your great efforts. A real guru.
@codebasics
3 жыл бұрын
I am happy this was helpful to you.
For Data Science u must have knowledge of ML,AI,DL am I right sir and other technical skills?
great content thanks
Very helpful sir ❤
This channel is a HIDDEN GEM on KZread 😍😍😍😍
Great asset to learn basics.
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
Very informative and diverse video, which gives food for thought in the field of IT. THANKS A ton 🙏🙏
@codebasics
3 жыл бұрын
My pleasure 😊
@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?
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?
Addicted to your videos 💖👍
@codebasics
3 жыл бұрын
Glad you like them!
In your point of view which one has more scope sir ml or ds
who could have articulated it any better? it is clear as transparent glass now, in my mind. Thank you. # respect
@codebasics
3 жыл бұрын
thank you :)
@nikhilsharma3484
3 жыл бұрын
Seriously you teach amazing, so simplified 👍
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 .
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.
you made my day
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.
you are an absolute legend
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
3 жыл бұрын
This is what iam looking for 😀
@Viddrohh
3 жыл бұрын
LOL ... Don't do it to get disappointed.
@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
2 жыл бұрын
@@codebasics Can I become ml engineer after becoming data analyst?
Amazing sir
Very informative 👍👍👍
@codebasics
3 жыл бұрын
Glad you think so Chinmay!
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
Thank you sir for sharing your valuable knowledge with us
@codebasics
3 жыл бұрын
Thanks and welcome
Can you get a job machine learning by certified? Or ML Certification will get you job?
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
3 жыл бұрын
Noted
Is bechelor degree in CSE is enough or required Master degree for ml engineering??? Pls reply
Should I go in the field of Machine Learning after age 32. What is percentage of Job Opportunity in America. Please Reply.
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....
So, ML Engineer gets an opportunity to build models or they work only on production deployment of the models provided by Data Scientists?
@codebasics
2 жыл бұрын
They do build the models themselves.
Is it necessary to learn ml and dl to become data scientist
Hye am a ibm certified data scientist from intellipaat but am not able to get the job so can u help me
Which is best guys can any one suggest me ds or ml
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
3 жыл бұрын
Yes I will be making that in future, stay tuned
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.
Analytics consulting vs Data science .. difference please
Is it true that data scientists need marketing for their jobs?
Could you please share laptop configuration for data science and machine learning ...And it's cost
Data science is best or mechine learning is best for future??
I am not good in maths can I do AI/ML or data science
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
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
3 жыл бұрын
@@codebasics Ok! 😍 Thanks a lot for the precious info.
@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.
Is there any difference between ML Engineer and AI engineer based on their paths and roles in Data Science community?
@codebasics
3 жыл бұрын
I think they are same
@nicholai9266
3 жыл бұрын
@@codebasics Thank you for clarifying. :)
can an extc engineer become data scientist
Hello sir I wanted to ask that data scientist is demanding filed ds is best carrer option
@codebasics
3 жыл бұрын
yes the demand for data scientists is increasing but number of jobs are more for data analyst than data scientists.
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
Жыл бұрын
have you given jee?
machine learning is good in future? in india ? at 2025-26
Thank you
@codebasics
3 жыл бұрын
👍😊
hello sir, i am a mechanical engineer. what should i choose MS in data science or MS in Machine learning?
Can someone be a Data scientist and Machine learning engineer at the same time?
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
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!
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
2 жыл бұрын
Excuse me sir...?
Thanks
@codebasics
11 ай бұрын
Thanks 👍
I think, you looks like Satya Nadella with much of similarities
I only want to do data analysis with Python.. So should I become a data scientist and learn nlp, keras and open cv
@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
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. 😳😳😳😳😳
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
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.
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
27 күн бұрын
Follow the new one from 2024
@HamzaKhan-ho4jw
27 күн бұрын
@@codebasics thank you sir
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?
What is scaling something?
@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.
Confused!😩
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
3 жыл бұрын
Data is never ending in the near future
@raiverindersinghmann5109
3 жыл бұрын
Data is never ending in the near future
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..
Nice vedio sir🤟🤟🤟🤟🤟
@codebasics
3 жыл бұрын
Thanks and welcome
Why do ML Engineers need to know the math behind machine learning? Isn't that mainly a data scientist requirement
Sir plz make full tutorial on python 3
@codebasics
3 жыл бұрын
On KZread search for "codebasics python tutorials", you will find my videos please watch it
What is exact role of an AI engineer. Plz explain.
@codebasics
3 жыл бұрын
AI engineer and ML engineer are same
Degree or skill ❗
What to do in cllg 1st year to become a skilled data scientist?
@ajaykundu6446
3 жыл бұрын
Learn python and its IDE's
@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.
I think, devops team take care of deployment
Sir please make videos in Hindi language + English presentation That would be more understandable. And u will get more audience.
@codebasics
3 жыл бұрын
This same video in hindi language on my hindi channel my friend. Please check codebasics hindi channel
@Kuldeep7720
3 жыл бұрын
@@codebasics thankyou sir
Data Scientists do not use BI, that is for BI professionals and to some extent Data Analysts..
Oh no