I was searching all around the internet for something like this. Most I found are saying that we need to start with *insert ML related topic here*, but I felt that something was missing. When you started by saying that a good ML engineer should first be a good software engineer, I knew right away that this is what's missing. It makes complete sense to start there and then move up the ladder. Thank you for taking the time to creating all of this.
All I want to say that you are a blessing and I commend your dedication and effort. Even coming from a PhD in computer engineering your materials have helped me a lot. I wish you the best in all your endeavors.
Yes, The Quality of contents are great and Once Sir had said that "Making education Free" is his goal. Also I am big fan of Hitesh Choudhary and Navin Reddy who provides quality contents.
I cannot stress how you manage to put broad spectrum of information in such a short video. You surely have helped and continue to do so many people. Thanks.
This is second video that I watched from "Beginner guide to Machine Learning" on youtube and found it exhaustive, step by step laid in detail. Making a plan of my life for next 6 months as per your guideline. We will surely connect some time downline if I am on track. Thank you for helping.
Why one needs to have a very good understanding of Data Structures and Algorithms to be an ML engineer when he/she is going to use Python as the programming language which already have well tuned built-in data structures and libraries such as numpy and pandas? Yes, DS and Algorithms are necessary to know if we are using C plus plus programming language.
I was a developer nearly 20 years ago but ended up doing totally different jobs. The recent AI revolution has got me back into coding and I've done a bunch of courses in python and machine learning. These videos have been so helpful!
This is probably one of the best videos ive ever seen in regards to Machine learning roadmaps. I would love to get your opinion on learning databricks, and if it is a useful/popular tool in this field. Again, thank you very much!
hello sir. may I ask if you think this roadmap is still applicable to this day? thank you so much for your tutorials. your tutorials are the most complete and informative I have study. thank you and so much
I don't know even paid course will take care this much. You are the real teacher. I don't know to express ,I pray to our God that you should be happy and healthy with your family throughout the time💗.
Thank you so much sir, luckily I have got chance in masters on ML but I had no idea from where I should start... from now I will follow each and every steps to become a ML engineer and I strongly believe credit goes to you :)
I am 18.9 year boy, want to learn machine learning, ( I already know programming lang, and good at it), don't know how though... But suddenly i stared think keep learning like a hell, continous learning. how many hours, when i would get time to build cool projects, aside of learning, or do something has side hustle in life, collage - degree and many more. by the way i want to learn it as soon as possible - because i have specific goal in my mind, which is very very important for me
Thank you Dhaval sir for this roadmap. This is a great resource for newcomers to start their journey towards Data Science. I do have one doubt. After covering the fundamentals in say 6-8 months, how can we understand if we are ready to apply for jobs in Data Analytics if we are from a different/non-tech background?
Locked in, this is what I'll be doing for the next year. I'll be writing notes on a google docs about what I'm thinking I'm guessing this will be fun. I need to be ahead of my peers
nowadays ......."Machine learning is transforming industries by enabling systems to learn from data, make accurate predictions, and improve over time."
Thank you so much! 💙The roadmap will be very useful for those who are interested in ML path. I hope you won't have had enough of helping and sharing free resources. May I ask which IDEs are better or you personally using for Machine Learning and Data Science?
That's a great video sir. Can you please create what next after this road map like moving skills to advanced level and how to search for a job after this. Thanks!
Thank you for this Sir. Me trying to learn python programming and also Matlab in general for one year now but still i feel like I am not progressing. When I have the problem I feel like i am stack! Perhaps because I do not have mathematics background or computer science. My goal is for data analysis, visualization, & some statistical analysis. Anyone who once had this and have defeat such situation?
After seeing this video I don't know what I want to be. I was preparing for data for being a data scientist for about a year learned about most of the things that you mentioned in this video. But I understood one thing my learning pathway was not good enough, it was like BFS I am not confident enough to said I am not good at any of these topics. What should I do now to start over again or learn in-depth about each topic.
Well that is the thing the fields are huge and deep u can spend entire life studying it. Instead build few projects using sklearn library or other library and apply for job. Along with working u can learn more.
Hey dhaval!! Any video of excites n motivates me to code more n more, u r my mentor i had followed ur entire data science playlist Can u share the ppt of CNN and thereafter ,as i have been yaking notes it's difficult or those things to make notes on Ur help would be a great relief BTW u r doung awesome job ❤️
Hey there! Firstly, I can't thank you enough for starting this channel ❤️ I'm here after I saw your video about how to pick up the basic skills to become a data analyst in 3 months video and want to let you know that I had started the Google data analytics course on Coursera about 45 days ago and have finished 2 courses in the certificate series. Do you think it is possible for me to pick up the same skills you mentioned in your video through this course? Do you think the Google badge on the certificate might give it an edge? I honestly feel the pathway you described in your video takes a more in depth approach which might be beneficial. Would really really love to hear your thoughts on this. It would really mean a lot if you replied. Thank you.
Certificates won't work while applying to jobs. In fact it is considered bad practice to include them in your resume, unless you have official certifications like Oracle or AWS certified etc. They might be useful when applying to inernships. Final resume should include, proper advanced projects ( 2 minimum ) in your field and 1 or 2 good internships. That is enough to get you in. But in Data Science/ML roles, you just need to learn everything - Data Engineering, Data Analytics, Statistics, Algebra, Calculus, ML, DL, Feature Engineering, Hyperparameter Tuning. +(corresponding frameworks in all fields) Say for ex, you apply for Data Scientist or Data Analyst Role, you can have little knowledge of DL & Feature Engg, Hyperparameter tuning (last 3) but you have to be perfect in other all specified fields. Or if you apply for ML role, you may have little knowledge of Data Engg but should be perfect in remaining specified aspects. Its just less of a engineering job and more of a Scientist job. That's why they only hire Masters or Phd students. Also the entry barriers in this type of jobs are too much, you need to be doing DS/ML from a good college that too atleast till Masters. Otherwise, you will be a Data Analyst in xyz company with 5.5 LPA package. I'm not demotivating you, Its just better to be aware early rather than getting hard-hit by reality later at the time of placements. Cheers💛💛
I'm 14, and I know some Java and a little Python. I'm fully motivated to start Machine Learning and have a career in the field. What should I do personally to become a Machine Learning Engineer?
Thank you for this very informative helpful video. I am a third year comp-sci student. I find machine learning very interesting, I wish to be Ml-engineer but I heard most organizations expect Master's degree . That discouraged me to go for ML-engineer career becuz I dont wanna do masters. In your opinion is it true that without master's degree my chance of getting hired as a Ml-engineer is small ?
I was looking for something like this for a long time. I don't know if I can do this or not, I am motivated that I can. I am a metallurgist with 9 years of experience. Can you please explain the transition to ML jobs after completing this 6 month? Should I have to apply for only entry level positions?
Hello Sir, Thank you so much for giving us a detailed insight of the preparation. I am currently planning on shifting my career from Software support to a ML enginner . Please advise if you recommend to enroll for the companys in the market that train for ML and provide placement assistance , or will self preparation be enough to crack a job after being ready ?
Sir, for machine learning engineer many companies ask for a work experience of atleast 2 years ......how can a fresher become a machine learning engineer
Do you want to learn technology from me? Check codebasics.io/ for my affordable video courses
Idk if you realise the intensity of positive impact you are making in many people's life. Thank you so much sir for what you're doing 🙏❤️.
any update in your 1 year journey
I was searching all around the internet for something like this. Most I found are saying that we need to start with *insert ML related topic here*, but I felt that something was missing. When you started by saying that a good ML engineer should first be a good software engineer, I knew right away that this is what's missing. It makes complete sense to start there and then move up the ladder. Thank you for taking the time to creating all of this.
All I want to say that you are a blessing and I commend your dedication and effort. Even coming from a PhD in computer engineering your materials have helped me a lot. I wish you the best in all your endeavors.
This channel is such a blessing and a goldmine of quality content!!
Also, loved the soothing background music!!
Glad you enjoy it!
you are right sir.. Dhaval sir very great teacher for us..
100 Agree, a blessing
Yes, The Quality of contents are great and Once Sir had said that "Making education Free" is his goal.
Also I am big fan of Hitesh Choudhary and Navin Reddy who provides quality contents.
@@ganeshgunjal4220 qqaaaq
I cannot stress how you manage to put broad spectrum of information in such a short video. You surely have helped and continue to do so many people. Thanks.
Glad it was helpful!
This is second video that I watched from "Beginner guide to Machine Learning" on youtube and found it exhaustive, step by step laid in detail. Making a plan of my life for next 6 months as per your guideline.
We will surely connect some time downline if I am on track.
Thank you for helping.
Why one needs to have a very good understanding of Data Structures and Algorithms to be an ML engineer when he/she is going to use Python as the programming language which already have well tuned built-in data structures and libraries such as numpy and pandas? Yes, DS and Algorithms are necessary to know if we are using C plus plus programming language.
You're the 2nd best teacher I've found after Harvard's David Malan. Lots of Kudos to you sir.
isnt David Malan a player in England
@@TheAnugupta yaa ... you're slighly right bro....but he is Dawid, not David ... I'm talking about David J Malan here.
going to start,thankyou for providing sucha wonderful roadmap sir to grab a job as machine learning engineer
I was a developer nearly 20 years ago but ended up doing totally different jobs. The recent AI revolution has got me back into coding and I've done a bunch of courses in python and machine learning. These videos have been so helpful!
Great info and very clear roadmap of ML. Such a informative session I’d ever seen in any channel. Thank you so much.
Glad you enjoyed it!
I have gone through so many videos for the roadmap. This is the best of them.
My gosh you also have the data structures tutorial.. legend
I am happy this was helpful to you.
@@codebasics PLEASE make video on algorithms as well ,
300K you deserve 100M+ subscriber, you are my hero Bhai 👍🙏
Thanks for your appreciation and feedback
Very inspiring and motivated. Just starting, thanks a lot for all the content you share!! 🙏
Glad it was helpful!
How did it go?
@Emilio how did it go man?
Emilio has left us 😔
This is probably one of the best videos ive ever seen in regards to Machine learning roadmaps. I would love to get your opinion on learning databricks, and if it is a useful/popular tool in this field. Again, thank you very much!
A worthy channel where Sir teaches us with full sincerity
Glad it was helpful!
Glad it was helpful!
I started learning Machine learning for a research paper, now I am thinking to become a full-time ML Engineer.
hello sir. may I ask if you think this roadmap is still applicable to this day? thank you so much for your tutorials. your tutorials are the most complete and informative I have study. thank you and so much
I had no guidance like this ....was going here and there picking things randomly ...now I got atleast A ROADMAP ... Thanks
Glad it was helpful!
I don't know even paid course will take care this much. You are the real teacher. I don't know to express ,I pray to our God that you should be happy and healthy with your family throughout the time💗.
Thank you so much sir, luckily I have got chance in masters on ML but I had no idea from where I should start... from now I will follow each and every steps to become a ML engineer and I strongly believe credit goes to you :)
All the best Sabir.
How is your progress ?
wow... this video includes everything I ever wanted to know about ML. Thank you very much
I am 18.9 year boy, want to learn machine learning, ( I already know programming lang, and good at it), don't know how though... But suddenly i stared think keep learning like a hell, continous learning. how many hours, when i would get time to build cool projects, aside of learning, or do something has side hustle in life, collage - degree and many more. by the way i want to learn it as soon as possible - because i have specific goal in my mind, which is very very important for me
sorry, for spelling error's and mistake's, i was typing too quickly.
This channel deserves 10 million subs
Thanks for your appreciation and feedback
Machine learning engineer is not a basic program, it's a intermediate program. After that, you can take your skills to next level.
You're my life saviour 🙏🏻🙏🏻🙏🏻
I really appreciate your content!! 🙂🙂
I am happy this was helpful to you.
Thank you soo much for throwing light on Machine learning concepts. It's really helpful. Thanks again.
Thanks for your time and effort. The way you have designed and presented is awesome. You made many people's life easier. Thanks again.
THANKS !!! TARGET = 4 MONTHS !!! DEADLINE = 30TH JULY !!! WILL COMEBACK AT THIS VIDEO !!!! MUCH APPRECIATED
wish you all the best Harman
Today is 2 September, and this guy never came back. Think he got a support project 🙂
Thank you so very much for the kind motivation and for regaining the strength to learn Machine learning.😍💯
Thank you Dhaval sir for this roadmap. This is a great resource for newcomers to start their journey towards Data Science. I do have one doubt. After covering the fundamentals in say 6-8 months, how can we understand if we are ready to apply for jobs in Data Analytics if we are from a different/non-tech background?
Sir give us machine learning interview questions and notes .if you make playlist that will be great 🙏ty
We will try
Oh my Thankyou so much❤❤ all this wisdom for free???? Thankyou.
Awesome as always! A big thanks for sharing such a gem Dhaval sir
Glad it was helpful!
Love you .... You just solved a big problem. Thank You❤❤❤❤❤❤😍😍
It's just amazing to get this advice at the starting of my learning ... what a great content .. thanks a lot !! Lot's of Respect !!
Glad it was helpful!
Very well explained and I love the roadmap. Thank you!
Thank you sir
It's a Great explanation
And I search for it and finally get it
Glad it was helpful!
Great video. As usual it is very simple and motivating. You are great bro!
Locked in, this is what I'll be doing for the next year.
I'll be writing notes on a google docs about what I'm thinking
I'm guessing this will be fun.
I need to be ahead of my peers
updatessss pleaseee
Congrats on 300k i remember when you where at 100k you've grown and you will continue
I appreciate you leaving a comment of appreciation
Please include also books for every step. Books make student more independent than following videos only/ Thanks for the video.
THIS IS WONDERFUL, THANKS A LOT!
nowadays ......."Machine learning is transforming industries by enabling systems to learn from data, make accurate predictions, and improve over time."
You are amazing!! your efforts are appreciable. Thanks a lot!!
I am happy this was helpful to you.
Thank you so much for all that you do sir, they are extremely helpful!
Thanks alot ,you videos and content are super helpful 👌
Thank you so much! 💙The roadmap will be very useful for those who are interested in ML path. I hope you won't have had enough of helping and sharing free resources.
May I ask which IDEs are better or you personally using for Machine Learning and Data Science?
I use jupyter notebook and pycharm. VSCode is great too.
@@codebasics Can you share your in VS Code/IDEs plugins/extension that ML Engineer/Data Scientist should use?
It's cool, thanks for sharing. will follow.
Extraordinary roadmap.. Thanks for the information..
This video is so cool! I am not intimidated at all.
That's a great video sir.
Can you please create what next after this road map like moving skills to advanced level and how to search for a job after this.
Thanks!
Thank you for this Sir. Me trying to learn python programming and also Matlab in general for one year now but still i feel like I am not progressing. When I have the problem I feel like i am stack! Perhaps because I do not have mathematics background or computer science. My goal is for data analysis, visualization, & some statistical analysis. Anyone who once had this and have defeat such situation?
Roses are red, Violet is blue
For all the gem contents, Guruji Thank You !!
Glad it was helpful!
you are doing a great job thank you so much for this video it is very useful
Sir pls make a video on exploratory data analysis
Hats off sir..great and clean content.. 👏always motivates me..!👍
Glad it was helpful!
Thank you very much for your guidance sir.
Glad it was helpful!
Really helpful videos! Could you do a playlist on MLOps?
Is it still valid for 2024 or something new should be added in it?
Same question
Very informative video sir. Love from Bangladesh
Glad it was helpful!
After seeing this video I don't know what I want to be. I was preparing for data for being a data scientist for about a year learned about most of the things that you mentioned in this video. But I understood one thing my learning pathway was not good enough, it was like BFS I am not confident enough to said I am not good at any of these topics. What should I do now to start over again or learn in-depth about each topic.
Well that is the thing the fields are huge and deep u can spend entire life studying it. Instead build few projects using sklearn library or other library and apply for job. Along with working u can learn more.
@@sharan9993 ok sure sir
Thank you, very well explained.
thank you so much for this video....
Glad it was helpful!
Hey dhaval!!
Any video of excites n motivates me to code more n more, u r my mentor i had followed ur entire data science playlist
Can u share the ppt of CNN and thereafter ,as i have been yaking notes it's difficult or those things to make notes on
Ur help would be a great relief
BTW u r doung awesome job ❤️
Really useful and informative video!! highly motivating:)
Glad it was helpful!
this dude is the real deal
love u so much for buildling a positive mind set
Sir will you make a video in which you talk about the best projects to put in the portfolio to find a job? Thanks you, your videos are so good!!!
Hey there!
Firstly, I can't thank you enough for starting this channel ❤️
I'm here after I saw your video about how to pick up the basic skills to become a data analyst in 3 months video and want to let you know that I had started the Google data analytics course on Coursera about 45 days ago and have finished 2 courses in the certificate series. Do you think it is possible for me to pick up the same skills you mentioned in your video through this course?
Do you think the Google badge on the certificate might give it an edge?
I honestly feel the pathway you described in your video takes a more in depth approach which might be beneficial.
Would really really love to hear your thoughts on this.
It would really mean a lot if you replied.
Thank you.
Certificates won't work while applying to jobs. In fact it is considered bad practice to include them in your resume, unless you have official certifications like Oracle or AWS certified etc. They might be useful when applying to inernships.
Final resume should include, proper advanced projects ( 2 minimum ) in your field and 1 or 2 good internships. That is enough to get you in.
But in Data Science/ML roles, you just need to learn everything -
Data Engineering, Data Analytics, Statistics, Algebra, Calculus, ML, DL, Feature Engineering, Hyperparameter Tuning. +(corresponding frameworks in all fields)
Say for ex, you apply for Data Scientist or Data Analyst Role, you can have little knowledge of DL & Feature Engg, Hyperparameter tuning (last 3) but you have to be perfect in other all specified fields.
Or if you apply for ML role, you may have little knowledge of Data Engg but should be perfect in remaining specified aspects.
Its just less of a engineering job and more of a Scientist job. That's why they only hire Masters or Phd students. Also the entry barriers in this type of jobs are too much, you need to be doing DS/ML from a good college that too atleast till Masters. Otherwise, you will be a Data Analyst in xyz company with 5.5 LPA package.
I'm not demotivating you, Its just better to be aware early rather than getting hard-hit by reality later at the time of placements.
Cheers💛💛
Thank you for explaining this.
Very Informative:)
Glad it was helpful!
I am new to this field.
First should be learn data science
Second deep learning
3rd machine learning
I'm 14, and I know some Java and a little Python. I'm fully motivated to start Machine Learning and have a career in the field. What should I do personally to become a Machine Learning Engineer?
6 months learning track with daily 4-5h studying. Yeah sounds about right. Might take me longer actually but we’ll see.
You are true mentor ❤️
Thank you so much Muhammad Farhan.
Thanku sir I am from mechanical background...I will follow this roadmap
?
I don't think Thank you will be enough..... but still THANK YOU 😊
Thank you so much for this very useful video
Glad it was helpful!
I am 2nd year btech cse student should I follow this roadmap to become ml engineer?
What about the future of a machine learning engineer by 2030? I am really really frustrated thinking about this.
Thank you so much sir 🙏
Thank you so much.
You're welcome!
Had been waiting for this roadmap video since a long time...very helpful
After learning what , can I start building ML projects?
Yes, you can
Please make Roadmap for full stack web developer .
Thank you for u work!
Glad it was helpful!
Awesome video!
Glad it was helpful!
apart from technical things, the BGMs were subtle.
Thank you for this very informative helpful video. I am a third year comp-sci student. I find machine learning very interesting, I wish to be Ml-engineer but I heard most organizations expect Master's degree . That discouraged me to go for ML-engineer career becuz I dont wanna do masters. In your opinion is it true that without master's degree my chance of getting hired as a Ml-engineer is small ?
why mathematics and statistics series is not continuing ?..plz upload minimum one video daily,,
I am continuing that. Next video coming up soon
I was looking for something like this for a long time. I don't know if I can do this or not, I am motivated that I can. I am a metallurgist with 9 years of experience. Can you please explain the transition to ML jobs after completing this 6 month? Should I have to apply for only entry level positions?
this video is gold
Hello Sir, Thank you so much for giving us a detailed insight of the preparation. I am currently planning on shifting my career from Software support to a ML enginner . Please advise if you recommend to enroll for the companys in the market that train for ML and provide placement assistance , or will self preparation be enough to crack a job after being ready ?
very informative and useful
This channel is wonderful
I am glad you liked it
Thanks for these step by step guide. But which part of this will have xgboost or somrthing like that?
Thank you ❤️
Namaskar Bro,
Is competitive coding and gsoc useful for ml resume if I'm studying btech in ai?
Sir, for machine learning engineer many companies ask for a work experience of atleast 2 years ......how can a fresher become a machine learning engineer