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Learn Machine Learning Like a GENIUS and Not Waste Time

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could have just mentioned practice websites and informational websites but you had to make it of the league of self help videos
Comment from : @AmanSharma-jy7lw

Thank you 😊
Comment from : @MDutta-i8m

Hey, I am planning to learn ML and build projects on it and to learn it with someone becoming coding buddies or making a community would be great! So if anyone is interested in moving forward with journey together, comment and share your discord so that we can connect!
Comment from : @purvakhandelwal1672

I'm not learning code to get a job, I'm learning it to make a business out of it with the help of AI tools
Comment from : @TupacUS711

This was amezing and very helpful content what I really need about machine learning!thank you man
Comment from : @yuvrajsinhparmar2912

Solid advice Covers everything you need
Comment from : @imnotaburrito9365

This video is now 3 moths old and I in fact did not learn machine learning
Comment from : @factorial1059

fastest way to learn is to ask chatgpt to do it and learn the maths behind it by asking the is you find errors in your code try reproducing what chatgpt made
Comment from : @dejoneltahan1974

Hey guys I am an Italian 23 years old who Is trying to learn ML from scratch, even though i am already kind of familiar with python and pandas The point about not learning in isolation really resonated with me so I was wondering if somebody would be interested in becoming coding-buddies! Leave a comment below of you would be down
Comment from : @virginiatobacco715

Any one wants to learn along ?? we can form a community !
Comment from : @EvenMoreWise

I'm a full-time data scientist, and I can attest, this IS the way to do it Excellent video!
Comment from : @ytann

Thank you very much for your videos Long story short, my company is laying off 90 of the employees So I'm about to be jobless soon I am very serious about a career change to AI/ML I have been a programmer since 2002 I am very comfortable with python Can you recommend an online/remote program that holds a good promise of getting me a job in the AI/ML field? I'm very interested in generative AI I'm actually half way through the Khan Academy Probability/Statics course (following your advise, and I'm really enjoying it) The Udemy courses are not very helpful, either they are intentionally holding back knowledge or they don't possess a great understanding of ML/PyTorch In any case, I really believe that I need formal and structured education/training to get myself into the new career
Comment from : @tonyfan841

this video is genuinely perfect for anyone who is just getting into ML, im just starting and it gave me a sense of direction
Comment from : @lazylazer6716

Is it still learnable in the age of 25?
Comment from : @achmadichzan

Can you suggest a book for each part😊
Comment from : @bloom3673t

AI prodcued content
Comment from : @nischaysoni7689

Machine Learning requires a university degree and a university degree requires 3 years
Comment from : @sinan_islam

Because there’s a lot of content available on the subject, persons wanting to learn something are able to do so, but the lack of a structured approach makes them inefficient This helps me immensely, thank you for that
Comment from : @AaronGayah-dr8lu

Is ML still relevant in 2025? I've learnt ML, DL, NLP and even created 4 end to end projects on defferent topics mentioned above I got some opportunities and cleared 2 interviews for Data Analyst profile but I didn't join I gave 4 more interviews related to Data Engineer, Data Scientist, Jr AI developer but couldn't make it Am I on the right track? Is this industry not overhyped? Or I'm doing good? I've been learning from past 1 year
Comment from : @nakul469

The biggest waste of time I see it on 99 of videos when comes to learning to code They want to teach you everything possible with the language with no use case Have you ever seen a person who wants to build a house go to home Depot and say I need to learn to use every tool in here before I do anything useful No so please folks don't do this
Comment from : @1hourbule

👍
Comment from : @Rahul_Bhatia11

You scared the shit out of me , thanks
Comment from : @Ahmeeeedhm72

That's really informative, useful and excellent 👌
Comment from : @milindbharankar1256

Very informative and nice content Thank you
Comment from : @anyanwupromise4649

May I ask to become a machine learning engineer is this videos all advices applicable as well? Thanks! ❤
Comment from : @teshunhao5131

UGH I HATE THIS, if only I had this when I was first getting into ML Hats off to you, great stuff
Comment from : @JordanBuildz

Great video thanksbrI'm a 20 year old data science student If anyone is interested in creating a Discord group with people with the same interests or making any project, I'm up for it Just reply to this message, it could be a really good idea😀
Comment from : @BolivarAgustin-13

Dude what an amazing video and what an amazing channel Loved it
Comment from : @MrFawads

Can't agree more Not in 3 months, not even in a couple of years You're going to need much more of Linear Algebra than the basic operations - use Gil Strang's 1806 on MIT opencourseware as a road map Antropic and/or every other GenAI will be of help at every juncture throughout your journey these days R language is much better for some analysis So, add this too
Comment from : @edobroserdov

Do i need to learn good amount of theory and formulas at the beginning? Like my college is teaching more theory of ML and less practical(ryt now in practical classes they are teaching python) , and in theory they are teaching different basic algorithms and formulae to calculate matrices and stuff, should I carry on with it of skip it and jump straight to application of it? Right now normal equations are being taught
Comment from : @AnubhavMaurya-up2fk

4:00
Comment from : @KishanKumar-tv8yw

Gold❤
Comment from : @knowledgeseeker9757

Khan academy is a solid resource for math It's very robust and has good tracking I've been using it for my daughter's home schooling for a few years now
Comment from : @doleo_metal

Woww
Comment from : @atikiswa

do need to learn numpy to implement the algorithyms or to do some of the math?
Comment from : @gregorioperoni9311

hahahhaa loved your content and the best line was "Think pandas as spreadsheet on steroids"
Comment from : @kushal836

Excellent video on the ML learning path, thank you!
Comment from : @sluv8

Am I the only one thinking that Python is NOT super simple?
Comment from : @MamaMia914

You basically outlined my degree path lol
Comment from : @grillmaster95

this is crazy, i dont know why this video doesnt have a lot of views, but tbh this video have the exactly info that we need
Comment from : @BilalJamoun

Amazing, I love your explanation👍br"Learn by need not by FOMO" i will always remember this
Comment from : @ahmad_ubaedi

can i use google colab instead of jupyter notebook ?
Comment from : @ZenStar531

Bro thanks Idk why my friends are doing some very complex stuff like image processing,cnns ,neural networks, etc But none of them know how exactly the math is behind them And I am stuck learning math behind each fundamental algorithm I got a lot of Fomo But I think it doesn't matter I always wonder how these guys can learn such complex concepts Are they genius or I am dumb But later I got to know they just use the libraries and nothing They don't have in-depth knowledge of those things
Comment from : @ShivsharanSanjawad

SCREW THIS STUFF Not worth the time
Comment from : @drunkgirlvideos

Valuable insights Thank you
Comment from : @tonyeneh8194

khan academy!
Comment from : @avanishpatitripathi1562

-I just realized that I have been doing things all wrong, I need to refine my strategy now! Thank you for your video!
Comment from : @sakshamchhatkuli271

How everyone understood everything is really questionable 50 of the steps felt like Chinese to me Can anyone just simplify how I should start and what to do next😞
Comment from : @tamzidalif8011

really depends on who you are if you have computer science background ML is a joke regurgitated basic calculations
Comment from : @어글리코리아-h4r

Anyone here who's trying to brush up their ML Skills ? I need a coding buddy I'm starting directly from PyTorch framework onwards maths concepts are clear
Comment from : @ksaha6387

I am a seasoned teacher in the field as well, and I can just simply agree to what you have said I wished my students would watch your video before starting
Comment from : @janusfliegl4351

Nice, just one correction at 3:38:brbrprintln(FilesreadString(“testtxt”)); // Like Python 2, but type safe
Comment from : @Soso-km8er

im completely new anyone want to take me under their wing ???
Comment from : @sagek114

AnyYyy coding buddy hereeeE? i have made stats notes all by myslf if anyone wants i can share
Comment from : @AnnuSharma-te6ly

Hi! Would these instructions remain the same for someone without a CS background !? I'm currently pursuing a bachelor's in mechanical engineering but want to transition into the DS/ML field The advice you provided feels more practical than others I've come across
Comment from : @redheavenofficial

I clicked on this video because im interested in the topic and not necessarily doing ML studies right now, however i am very much a beginner in coding and programming literally started my journey 3 days ago and proud to say i have written my first short code from scratch during my exercises, not sure if this is common in people in this field i just know a lot quite in later after few weeks the videos in this channel and other useful channels help keep me motivated and excited to keep learning i am finally pursuing what i love and hope you blessed reader as well
Comment from : @NoxHelios

The guide I have been looking for ages Thank you for the content
Comment from : @dostonkholdarov5624

Great❤
Comment from : @shalinisen11

Can I start learning machine learning if I am 15 because some maths are difficult for me Will really appreciate some advice❤
Comment from : @BhoneMinThant9

also, don't go into ML (or data science in general) if you're just intrested in resultsbrbrIf you want to make the next big ai business, go to business and leave the code alonebrIf you want to add AI to your projects, learn fine tuning and prompting properlybrIf you like math and looking at numbers change, go to data sciencebrIf you're a data scientist (or on the path towards data science) try out making your own model, it's a really fun project
Comment from : @pretro6136

I have some questions:br-Do I need to algorithms and data structure coursebr-How I can learn maths and steal remember what I learnt before ?
Comment from : @Da7manCh0

Please use Black theme!
Comment from : @LearnWithoutSchool

thankyou so much
Comment from : @awaishbrohi

Thank you sir ❤
Comment from : @Sadikshah099

Well, I have been learning it for 8 months and I know I know next to nothing about ML
Comment from : @mdaniels6311

Best video ever ❤👌
Comment from : @Sadikshah099

Here’s the corrected version: br brI actually get trapped when I see tutorials and copy-paste the code but now i back to my correct path❤
Comment from : @yashkeshorts343

So stupid of you thinking pointers, memory allocation and garbage collection to be some complicated cs concepts 4:08
Comment from : @DarthVader678

anyone up for following the guide from start, I am planning to get a streamlit UI to convert geographical dataset into a map by the end of January, we can learn together and check on ypt
Comment from : @Navoshay

This is possibly the most important video you've ever watched I wish this existed 10 years ago
Comment from : @chriss2295

Can we have similar video for Deep learning as well
Comment from : @zub3rahmed76

I already have knowledge in Linear Algebra and Calculus due to my engineering background I've taken several python courses still feel like i don't know enough "I'm stuck in tutorial hell😢"
Comment from : @ojochonugodian4951

I am one of those that has been stuck in 'tutorial hell', I'm going to follow these recommendations to the latter
Comment from : @ojochonugodian4951

does this tells how a recommendation system works
Comment from : @debjitdas1470

Brilliant
Comment from : @sepehrkhd

Oh shit, I definitely don't want to do ML Thanks for the heads up!
Comment from : @justintie

This video pretty much covers A LARGE amount of a Data Science bootcamp I went through recently, very accurate step by step on how the content was made for us To add, the VARIETY of jobs you can apply for just from these skills alone Great video IMHO!
Comment from : @aaronoaks773

Wonderful video for all tech people I am actually in DevOps and it actually helped me
Comment from : @Cysesol

So should I continue learning DSA?
Comment from : @Adityasaurus

ive been trying to find something similar to this thank you
Comment from : @ALIKILIC-qn4ti

Thanks for the video, it is really helpful!
Comment from : @robotics_and_stuff

I am never able to find any communities, can someone help with this?
Comment from : @anushkasaraswat1813

Will you recommend Andrew Ng ML and DL specialisations? brI like to understand the logic behind the models
Comment from : @yahyaa4499

I have been studying ML for the last 2 years and trust me I still need to learn a LOT!
Comment from : @yashisharma3621

How is kaggle as a resource for learning data analysis
Comment from : @mechi4978

I want to learn ML but i am very weak at mathematics should i drop it ?
Comment from : @krishsharma-m-3220

Great Advice Subscribed !!!!
Comment from : @AjayKumar-kv1nt

I was working on a project related to remote sensing as a spectroscopist/planetary scientist and was curious about the model side of the project, so I asked to take a look at the code when a colleague was going on leave Within 2 months I had fully rebuilt that model with significant improvements, much of the first month was just learning the lingo - all the basics, the math behind the magic so on By the third month I was asked to take lead on it, present and publish my work Im submitting an abstract January, having started doing python, TF, and ML only in September I presented the improvements to the lab as well I feel like the best tools for me to accelerate this process were youtube and LLMs I think its important to not place limits on potential; you CAN learn this in 3 months- but it won't be because someone told you what to learn It will be because you dedicated the time to do it, and you found the resources that work for you Im by no means an expert, but I became the expert the project needed due to my passion for it Im commenting this to play devils advocate on the thumbnail at bit, while still recognizing he is mainly pointing out the problems of people SELLING you the ability to learn in 3 months - rather than you going off and learning on your own You can do it, but it wont be because you were given the means to do so I did not become a ML engineer in 3 months, but I learned what I needed to to apply ML To my problems and be a resource regarding this technology for members in my field Find the aspects of it that motivate you naturally, and youll find yourself learning much faster than ever thought possible This is coming from someone who, for years, refused to learn programming at all
Comment from : @TinkerRaw

Exactly what I've been looking for as I journey down this rabbit hole Saved and subscribed
Comment from : @angus3963

For Gen AI and prompt engineering, would this be required as a base?
Comment from : @taimurqureshi9540

11:15 Did you mean Implementing ML Algorithms Manually ?
Comment from : @TheKumarAshwin

Machine learning is not just about working with tabular data
Comment from : @longmai9343

This video is superb I have 300 years of experience in the field and this is the best video yet
Comment from : @veil877

This video is incredible Thank you!!! I am amazed by the quality and thoughtfulness of it I have a question- there are some Python-learning books and courses and methods that teach it from the ground up with the help of LLM assistants like GitHub CoPilot, in order to be able to learn more actionable stuff and some more diverse and higher-level aspects of Python, but with the sacrifice of not mastering things without the help of AI and being reliant on it However, one can always revisit and fill in those gapsbrbrDo you think this is a bad idea or a good idea for someone who wants to take the path that you did, and wants to follow, faithfully, your plan that you lay out in this video?brbrThank you so much
Comment from : @EachDayForever