Complete Roadmap for Machine Learning | ML Roadmap for Beginners

Machine Learning Engineer Roadmap: Step by step 6 months learning roadmap for machine learning engineer career. Most of the resources mentioned in this roadmap are free resources.
Please follow below steps for learning requires skills for machine learning engineer: github.com/codebasics/roadmap...
⭐️ Timestamps ⭐️
0:00 Why machine learning?
0:45 Computer Science Fundamentals
1:39 Programming skills
2:22 Data Structure and Algorithms
5:13 Databases
7:51 Numpy, Pandas, matplotlib
11:06 Math and Statistics for ML
12:36 Machine learning
16:19 Deep learning
18:41 Use ML Lifecycle tools
Extra Tips
==========
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* Participate in kaggle competitions and solve problems
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❗❗ DISCLAIMER: All opinions expressed in this video are of my own and not that of my employers'.

[@codebasics]

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

[@Andres2055]

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.

[@arkhamian7586]

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.

[@damnitdevansh]

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 🙏❤️.

[@MrLiquidxIce]

any update in your 1 year journey

[@NishadPatankar-st7gj]

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.

[@nasrullahturke4480]

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.

[@codebasics]

Glad it was helpful!

[@gihanchaturanga9465]

wow... this video includes everything I ever wanted to know about ML. Thank you very much

[@karunakaranr2473]

Thanks for your time and effort. The way you have designed and presented is awesome. You made many people's life easier. Thanks again.

[@istiaqahmed8309]

I have gone through so many videos for the roadmap. This is the best of them.

[@myfuzzyanimals67]

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!

[@srikrithibharadwaj6779]

Great info and very clear roadmap of ML. Such a informative session I’d ever seen in any channel. Thank you so much.

[@codebasics]

Glad you enjoyed it!

[@sameershaik1298]

Thank you soo much for throwing light on Machine learning concepts. It's really helpful. Thanks again.

[@parasgupta0108]

Thank you so very much for the kind motivation and for regaining the strength to learn Machine learning.😍💯

[@ChaitanyaPrasadHR]

Very well explained and I love the roadmap. Thank you!

[@kodidalamaheshbabu9242]

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 !!

[@codebasics]

Glad it was helpful!

[@sabarishni]

Thank you so much for all that you do sir, they are extremely helpful!

[@raj131983]

Great video. As usual it is very simple and motivating. You are great bro!

[@jakobforslin6301]

THIS IS WONDERFUL, THANKS A LOT!

[@djohn0909]

This channel is such a blessing and a goldmine of quality content!! Also, loved the soothing background music!!

[@codebasics]

Glad you enjoy it!

[@ganeshgunjal4220]

you are right sir.. Dhaval sir very great teacher for us..

[@igorsmet1123]

100 Agree, a blessing

[@shyamkrishnan9769]

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.

[@soniyasingh3632]

@@ganeshgunjal4220 qqaaaq

[@abhishekfnu7455]

You're my life saviour 🙏🏻🙏🏻🙏🏻 I really appreciate your content!! 🙂🙂

[@codebasics]

I am happy this was helpful to you.

[@shubhamluxkar1348]

Love you .... You just solved a big problem. Thank You❤❤❤❤❤❤😍😍

[@sumanaghosh4250]

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?

[@NehaYadav-hs1po]

You are amazing!! your efforts are appreciable. Thanks a lot!!

[@codebasics]

I am happy this was helpful to you.

[@mrrohitnayak1]

Awesome as always! A big thanks for sharing such a gem Dhaval sir

[@codebasics]

Glad it was helpful!

[@Emiliocarrascoc]

Very inspiring and motivated. Just starting, thanks a lot for all the content you share!! 🙏

[@codebasics]

Glad it was helpful!

[@niteshmeena5275]

How did it go?

[@studyonline3236]

@Emilio how did it go man?

[@habfhydgvbsufdvbghafevoeudsraf]

Emilio has left us 😔

[@alkebabish]

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!

[@irenecharles6033]

Thanks alot ,you videos and content are super helpful 👌

[@shwetasharma1908]

It's cool, thanks for sharing. will follow.

[@St3minist]

Oh my Thankyou so much❤❤ all this wisdom for free???? Thankyou.

[@eljangoolak]

Thank you, very well explained.

[@kuldeepkaur8890]

I had no guidance like this ....was going here and there picking things randomly ...now I got atleast A ROADMAP ... Thanks

[@codebasics]

Glad it was helpful!

[@omaralhajali3915]

you are doing a great job thank you so much for this video it is very useful

[@ramugr7502]

Extraordinary roadmap.. Thanks for the information..

[@hariharanm1281]

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💗.

[@lifesgood5065]

Congrats on 300k i remember when you where at 100k you've grown and you will continue

[@codebasics]

I appreciate you leaving a comment of appreciation

[@deryl04]

Really helpful videos! Could you do a playlist on MLOps?

[@nilanjanbhattacharyya9065]

You're the 2nd best teacher I've found after Harvard's David Malan. Lots of Kudos to you sir.

[@TheAnugupta]

isnt David Malan a player in England

[@nilanjanbhattacharyya9065]

@@TheAnugupta yaa ... you're slighly right bro....but he is Dawid, not David ... I'm talking about David J Malan here.

[@dbansal1810]

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!

[@dishantkumbhar8822]

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 ❤️

[@debasissahoo9225]

Thank you sir It's a Great explanation And I search for it and finally get it

[@codebasics]

Glad it was helpful!

[@manojpc19]

Thank you very much for your guidance sir.

[@codebasics]

Glad it was helpful!

[@aniketbelokarjain7801]

Hats off sir..great and clean content.. 👏always motivates me..!👍

[@codebasics]

Glad it was helpful!

[@samalarohan9459]

love u so much for buildling a positive mind set

[@kaur_in_netherlands307]

Really useful and informative video!! highly motivating:)

[@codebasics]

Glad it was helpful!

[@roderickrobenta8282]

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

[@stefanoacierno546]

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!!!

[@JamesTsividis]

This video is so cool! I am not intimidated at all.

[@SulemanTheTraveller]

A worthy channel where Sir teaches us with full sincerity

[@codebasics]

Glad it was helpful!

[@codebasics]

Glad it was helpful!

[@sanatbek819]

Please include also books for every step. Books make student more independent than following videos only/ Thanks for the video.

[@sabirmostafa9984]

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 :)

[@codebasics]

All the best Sabir.

[@salihedneer8975]

How is your progress ?

[@resmaraninimalpuri2467]

thank you so much for this video....

[@codebasics]

Glad it was helpful!

[@ThankGod143]

Thank you so much sir 🙏

[@gomathinachiyaru6408]

Thank you so much for this very useful video

[@codebasics]

Glad it was helpful!

[@whatthewhat999]

Very informative video sir. Love from Bangladesh

[@codebasics]

Glad it was helpful!

[@shreyanshkumar1285]

300K you deserve 100M+ subscriber, you are my hero Bhai 👍🙏

[@codebasics]

Thanks for your appreciation and feedback

[@RENO_K]

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

[@faizanqureshi1591]

updatessss pleaseee

[@Rainstorm121]

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?

[@poojanpanchal3721]

Awesome video!

[@codebasics]

Glad it was helpful!

[@user-jj2qe1xw4r]

Thank you for u work!

[@codebasics]

Glad it was helpful!

[@nicholai9266]

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?

[@codebasics]

I use jupyter notebook and pycharm. VSCode is great too.

[@nicholai9266]

@@codebasics Can you share your in VS Code/IDEs plugins/extension that ML Engineer/Data Scientist should use?

[@MBXD001]

this dude is the real deal

[@mznain]

very informative and useful

[@igorsmet1123]

My gosh you also have the data structures tutorial.. legend

[@codebasics]

I am happy this was helpful to you.

[@bhagyashrighuge4170]

@@codebasics PLEASE make video on algorithms as well ,

[@G10jithin]

Thank you ❤️

[@shis10]

This channel deserves 10 million subs

[@codebasics]

Thanks for your appreciation and feedback

[@tomyacosta3096]

this video is gold

[@shubhamsnehil6145]

Thank you so much.

[@codebasics]

You're welcome!

[@bikashjena3854]

Very Informative:)

[@codebasics]

Glad it was helpful!

[@snehalpawar9995]

I don't think Thank you will be enough..... but still THANK YOU 😊

[@RohitKumar-dg2qt]

Thanks for these step by step guide. But which part of this will have xgboost or somrthing like that?

[@rubayetalam8759]

I started learning Machine learning for a research paper, now I am thinking to become a full-time ML Engineer.

[@BenderTheAir]

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.

[@shadowChrist0]

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💛💛

[@Rose-sk6vf]

Thank you for explaining this.

[@mgsindhu5777]

Sir pls make a video on exploratory data analysis

[@dewoncraze246]

Thanks ❤️❤️

[@subhamsekharpradhan297]

Had been waiting for this roadmap video since a long time...very helpful After learning what , can I start building ML projects?

[@codebasics]

Yes, you can

[@mohitjoc25]

Thanku sir I am from mechanical background...I will follow this roadmap

[@vishalmane3139]

?

[@mirunalinisenthilkumar73]

Namaskar Bro, Is competitive coding and gsoc useful for ml resume if I'm studying btech in ai?

[@MuhammadFarhan-ny7tj]

You are true mentor ❤️

[@codebasics]

Thank you so much Muhammad Farhan.

[@minhaoling3056]

Hi sir, could you recommend us the resources for additional skills you mentioned as well ?

[@procode6881]

This channel is wonderful

[@codebasics]

I am glad you liked it

[@frankjoe2272]

Hi. so i'm very much interested in learning these skills, however I was wondering if there was a way to learn this in a more project oriented way. I like to see results when im learning and I would like to use some of these skills to learn some $ in the meantime. thks

[@MehediHasan-wl4bb]

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?

[@yrysf1876]

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 ?

[@asashank7194]

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 ?

[@sandeepbhat8275]

thanks

[@Flexpanthers]

Machine learning engineer is not a basic program, it's a intermediate program. After that, you can take your skills to next level.

[@zenmindset85]

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?

[@kashifahmad93]

Sir, is it possible to work in the field of AI/ML with a Bachelors degree in Maths?

[@abhijeetjain2098]

Thank you sir

[@codebasics]

Glad it was helpful!

[@harshmalviya5967]

Is your data structures and algorithms course enough for placement?

[@rishonrajesh832]

sir, can you please post a video on open source contributing to ML libraries like Tensorflow.

[@maheshpeddykudi5009]

Waiting bro

[@joelleon2256]

Having googled 'strategy Walter Bulls" you can find a cool persona. He made a fortune a couple of years ago. Not long ago, such services have appeared that allow copying the results of professionals. This individual shows how to copy him in automatic mode using such services. We have to try while the market is on the rise.

[@naturalcure4628]

What about the future of a machine learning engineer by 2030? I am really really frustrated thinking about this.

[@dipeshpatilpatil7627]

Sir give us machine learning interview questions and notes .if you make playlist that will be great 🙏ty

[@codebasics]

We will try

[@syedwaseem9770]

Marvel 😍

[@xlmz9433]

6 months learning track with daily 4-5h studying. Yeah sounds about right. Might take me longer actually but we’ll see.

[@manojkumarv8703]

apart from technical things, the BGMs were subtle.

[@islamicsolution5618]

I am new to this field. First should be learn data science Second deep learning 3rd machine learning

[@nelsonjoseph3673]

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.

[@sharan9993]

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.

[@nelsonjoseph3673]

@@sharan9993 ok sure sir

[@ksin2374]

Uncleji, would you recommend udacity courses for machine learning?