Data Scientist vs Machine Learning Engineer | DS vs ML
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- Опубликовано: 28 июн 2024
- 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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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.
Thanks for the video!
You're the motivator. Good job.
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. 🙏🏼
You are most welcome
Me too
Hey what is the diff between data analyst and data scientist then.plz tell
@@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
@@its_kumar thanks buddy
Great content, Thanks!
Subscribed! Cheers! 🇧🇷
Perhaps Rust would make sense as a replacement of C++ for custom algorithm implementation. Go would work great as well.
Crystal clear explanation👌
Exactly what i was looking for
Waiting 👍🏻
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.
Thank you so much sir for making this video. And thanks for all the tutorials. Your videos help us a lot. Thank you sir
Glad to hear that
Good explanation. Thank you.
respect for your great efforts. A real guru.
I am happy this was helpful to you.
you are awsome explaining these things :) loved it.
Glad you liked it!
very nicely presented and informative as well
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
Data Scientist for sure
very good video. nicely explained !
Waiting 😀😀
very interesting especially teamblind info and thanks for sharing.
What about Machine Learning consultant? Is it a mixture of both roles again?
Thanks a lot, sir! really useful info
Glad it was helpful!
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.
U solved a puzzle in my mind
ThanX
After a long time I got the clarity that I should go for machine learning
Can you make a new playlist ..how to become a machine learning engineer separately?
Thank you sir , it is very helpful me to decide my domain.
Glad to hear that
you are an absolute legend
This is so far the clearest explanation that I heard for differing the DS from MLE. Thanks!
👍👍😊
great content thanks
Very helpful sir ❤
Great asset to learn basics.
This channel is a HIDDEN GEM on RUclips 😍😍😍😍
Addicted to your videos 💖👍
Glad you like them!
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.?
omg the salary blown my mind..... now I will rest only after I become a MLE
Very informative and diverse video, which gives food for thought in the field of IT. THANKS A ton 🙏🙏
My pleasure 😊
@@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?
you made my day
who could have articulated it any better? it is clear as transparent glass now, in my mind. Thank you. # respect
thank you :)
Seriously you teach amazing, so simplified 👍
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.
For Data Science u must have knowledge of ML,AI,DL am I right sir and other technical skills?
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...
Noted
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.
This is what iam looking for 😀
LOL ... Don't do it to get disappointed.
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
@@codebasics Can I become ml engineer after becoming data analyst?
Very informative 👍👍👍
Glad you think so Chinmay!
Amazing sir
Thank you sir for sharing your valuable knowledge with us
Thanks and welcome
Analytics consulting vs Data science .. difference please
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.
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 .
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?
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
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
Dear sir, could you please make a video on how to become a machine learning engineer which includes career path, guidelines and course recommendations?
Yes I will be making that in future, stay tuned
In your point of view which one has more scope sir ml or ds
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??
Thank you
👍😊
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.
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....
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 ?
have you given jee?
So, ML Engineer gets an opportunity to build models or they work only on production deployment of the models provided by Data Scientists?
They do build the models themselves.
can an extc engineer become data scientist
Is there any difference between ML Engineer and AI engineer based on their paths and roles in Data Science community?
I think they are same
@@codebasics Thank you for clarifying. :)
Sir plz make full tutorial on python 3
On RUclips search for "codebasics python tutorials", you will find my videos please watch it
Hello sir I wanted to ask that data scientist is demanding filed ds is best carrer option
yes the demand for data scientists is increasing but number of jobs are more for data analyst than data scientists.
As I'm thinking about doing MSc in Data Science, so should I change my decision from data science to machine learning ?
Please help !
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.
@@codebasics Ok! 😍
Thanks a lot for the precious info.
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.
Can someone be a Data scientist and Machine learning engineer at the same time?
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...
Data is never ending in the near future
Data is never ending in the near future
Can you get a job machine learning by certified? Or ML Certification will get you job?
Thanks
Thanks 👍
Is it necessary to learn ml and dl to become data scientist
I think, you looks like Satya Nadella with much of similarities
What is scaling something?
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.
I am not good in maths can I do AI/ML or data science
Is it true that data scientists need marketing for their jobs?
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.
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.
Excuse me sir can u please say which one s scope in future ( btech cse ai and ml or btech cse ai and ds) ?.
Excuse me sir...?
Hye am a ibm certified data scientist from intellipaat but am not able to get the job so can u help me
Now i know im been learing data science all the way called myself machine learning engineer
How ?
Which is best guys can any one suggest me ds or ml
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 ?
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!
What is exact role of an AI engineer. Plz explain.
AI engineer and ML engineer are same
I only want to do data analysis with Python.. So should I become a data scientist and learn nlp, keras and open cv
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.
@@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. 😳😳😳😳😳
Degree or skill ❗
hello sir, i am a mechanical engineer. what should i choose MS in data science or MS in Machine learning?
Confused!😩
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.
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.
machine learning is good in future? in india ? at 2025-26
Okay, Now I am in identity crisis. I am working as Trainee MLE. Only know machine Learning basics. No SQL, No C++, only Python.
What to do in cllg 1st year to become a skilled data scientist?
Learn python and its IDE's
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
Why do ML Engineers need to know the math behind machine learning? Isn't that mainly a data scientist requirement
Nice vedio sir🤟🤟🤟🤟🤟
Thanks and welcome
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?
Sir please make videos in Hindi language + English presentation
That would be more understandable. And u will get more audience.
This same video in hindi language on my hindi channel my friend. Please check codebasics hindi channel
@@codebasics thankyou sir
Can't I become a machine learning engineer only knowing Python?
You may need to know about database languages like SQL as well as R
@@BenReillySpydr1962 of course I need to know SQL, but if I know Python and SQL I think that R,C++ and Java could be avoided
@@vasilis7076 Maybe. It may depend on the company and your role in the stack. If you're only doing development and aren't doing any complex database manipulation Python should be fine. I'm mainly speaking from my experience with data sets and I had to learn R as well. But there's a dozen or so videos on that if you need it. Java I've seen less of and hadn't had to use C++ for anything since college.
Oh no