How I would learn Machine Learning (if I could start over)

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Title	:	How I would learn Machine Learning (if I could start over)
Lasting	:	7.43
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Views	:	521 rb

I've been learning AI for 20 years and I still have much to learn - IMHO, doubltful that someone could grok a critical mass of these concepts in 3 months There is a world of difference from being able to ETL a dataset or fine tune a commodotized HF pipeline + tokenizer, and engineer a novel model architecture
Comment from : Josh Reuben

Good content
Comment from : Sikandar Ali Abdul

Thanks for the video I have learned lots of ML-related stuff in the past several months, but I feel like the way I have learned is NOT the the best way The way you suggested makes more sense
Comment from : Jaeoh Shin

next month se pakka 🙏
Comment from : Hari Kishore Sepuri

thanks bro great
Comment from : anas m

Excellent presentation, guidance and detailed analysis about how to gain mastery of the tools and technology of ML Thank you sir
Comment from : Pride Name

Your suggestion to create a blog is simply genius
Comment from : Alex Briones

thanks you are a king
Comment from : Maher Mahmoud

Is this video still holds truth, or you would go a different way about it?
Comment from : Timur Burkhanov

bruh math is the best part about programming
Comment from : CONON

hi mate, do you know of any more resources that teach and give you access to programming assigments? All the ML/AI courses I see on coursera and edX have these things behind a paywall
Comment from : Ciprian Tudor

Thank you for this video
Comment from : Heshan Kumarasinghe

its very helpful and thanks for the information
Comment from : Knowledge Seeker

Very Informative 👍
Comment from : Exclsior Global Business Solutions

okay learn mv calc, diff eq, linear algebra in 3 months
Comment from : blaywn

This outline is phenomenal - thank you! This outline is phenomenal - thank you!
Comment from : Erica Hill

It is amazing that we do not need SQL
Comment from : Interheh

Thank you for your work!
Comment from : allxn

Thank you
Comment from : Alban Bytyqi

What is your youtube channel? I want to follow it
Comment from : koketso Mmusi

This video is amazing
Comment from : Luis Guimaraes

Zero point in learning this AI does all this
Comment from : Major Kuntz

Intro to Statistical Learning by Gareth James and others is a great book for learning the statistical part for basics
Comment from : Saksham Kumar

Hello I want to ask about Python courses that you recommend One is for beginner and other one is for intermediate Is it okay to take one after other? Or intermediate one is for much later time when have more experience with Python Also want to say thank you Two days I am looking where to start and finally found something really constructive and clear - this video Thank you one more time
Comment from : rapav4

Very helpful, indeedThank you!
Comment from : Emmanuel Makambo

True and honest roadmap, thanks a lot!!
Comment from : E D

I don't know why you did this Maybe we as "the people" are not doomed There are some bright spots as your presentation I comment Thank you!
Comment from : Zbyszek S

Thanks for this I’ve got a physics ms, so I have a lot of the math, and some basic python(I enjoy Python but really only had time to learn it while using it for physics stuff), and I’ve been looking at where to go next to better understand machine learning
Comment from : chickenlord

Very Good Explanation Great Video Thank You for you ❤
Comment from : Rajan Programmer

Can anyone tell me how to get started with AI development?brI don't want to master specific things in AI but a little bit in every topic like model tranning or data preparation and more which I don't knowbrbrCurrently I do programming in c# and C++ for unity and unrealbrI would like to get some good knowledge about AI
Comment from : Anshul Singh

I come from an excel/SQL/R background and am recently unemployed (by choice) Starting this from math stage beginning July 19, 2023
Comment from : SHREK IS LIVE, LAUGH, LOVE

Very effective steps! I have been following this roadmap for the past couple of months, and I am happy with the progress I have made
Comment from : Sarem Norouzi

imma start my journey here
Comment from : Deva Dethan

Okay, this will be interesting brI am starting tomorrow, July 15, 2023, and hope to complete all by the end of August So, about 45 days We'll see how it goes
Comment from : ozkurede

Comment from : Ed Bail

Your voice is so f***ing sharp
Comment from : Mudassir Khan

The blog tip is great! Gonna use that for sure inshAllah :)))
Comment from : Shiza Rizvi

I saved this video I’m going to use it in my pursuit I heard linear algebra is a recommended math to learn Can anyone vouch for this?
Comment from : Scott Hernandez

How about if one is a Technical Program Manager NOT a dev And wants to learn ML & AI?
Comment from : Hazem

can you make a video elaborating how to build a more effective portfolio in ml and which platform to use?
Comment from : Yash Daftari

Can i follow this path while learning my bca(bachelors in computer applications) degree and will this work in India?
Comment from : Yash Daftari

I like the general approach given here, and I am familiar with many of the learning resources and recommend them However, I do not think it is reasonable to learn all of the material listed here in seven months That would be rushing things, to put it mildly With each topic--math, general programming, ML stacks, ML--you would learn to complete exercises, but not how to address new sitatuions It takes longer than seven months, in my opinion, even if you devote yourself 100
Comment from : Dan Nuttle

Thanks Sir 💖
Comment from : Utkarsh Maurya

Great video! I was completely lost on how to start learning about AI I am a finance major, and I realized that if I don't learn it now, I will probably get left behind
Comment from : Arthur Ferreira

Do you recommend learning SQL as an aspiring Machine Learning Engineer?
Comment from : CJ

thanks for teaching us 👍
Comment from : Islamic solution

Math Thank fudging god So many of the well known tech YouTube data scientists cover the same topic, unfortunately they are just glorified business analysts (no disrespect to BAs or DAs their profound knowledge in domain and data is what drives the industry) However, a true data scientist is a statistician/mathematician first Programming is literally a language I cannot be more literal when I say language, just as English , Latin, Sanskrit are languages to communicate, programming is simililar Python has a lot of “vocabulary” (libraries),accommodating machine learning, we can implement any ml algo using any language That’s it If you have a proper mathematician and a proper coder that’s the ultimate combo Design the algo code the basics, give to a proper coder and they will optimize it the compute Cheers mate Subbed
Comment from : Satujoda Srivathsav

Strong Suggestion: Make a video for "beauty in the underlying math of ML"
Comment from : Param Parekh

Starting on July 1st 2023 , keep liking and responding to my comment with your goals so we can all comeback here and update our progress 🙌
Comment from : Anand Kurella

many Thanks!
Comment from : Esmail Sayid

Amazing sir, thanks much Please do more
Comment from : Senthil Kumar Palanisamy

Thank you lot
Comment from : Foysal Mamun

This is literally what I needed to be able to start learning ML and move away from Full Stack Engineering
Comment from : Daniel Shamany

finally i now undrestand machine learning wellbrthank you so much!!!!!!!!!!!
Comment from : Rip_Alpha

Thanks
Comment from : Fahad Nadeem

Thank you for the video, I was lost on how to start
Comment from : Matheus de Paula

The only question is how have you learned other way? Doing random activities?
Comment from : Andrii Petrashenko

Very clear and an informative video
Comment from : Андрій Семенко

I'm an old biotech professional with zero coding, AI, machine learning, etc experience but want to mess around with AI and see if it could be useful for mebrbr1) Do I need to learn Python, or is there a no code option that will sufficebrbr2) If I do need to learn Python, what's the quickest way?
Comment from : Dr Matthew Hudson

Thank you so much Patrick for your insights and guidance The links you have provided are really helpful Thanks again!
Comment from : Debashree Waddadar

Nice, I’m starting Andrew Ng’s course next month, did the optional linear algebra and calculus prerequisites, so glad I did Honestly, if you skip the math, you’re really going to sell yourself short
Comment from : Rod Blues

Omg perfect for my self made pre-master!!
Comment from : EIL

Thanks for your tipsbrPersonally, my highest priority has been math because I want to learn AI without math abstraction Just finished Linear Algebra, and started Calculus
Comment from : phil kelly

Great video :)
Comment from : WeirdoRocks

step 1: math? Aight ima head out
Comment from : Ed

Hi
Comment from : Mucharla Chandu

ML means Machine Language Find your own damn acronym
Comment from : Sagan Android

Great video, thank you so much
Comment from : pjakobsen

thank u so much for this diomand information
Comment from : Khadija Najmi

sir , how i will contact you ?
Comment from : Zia ur Rehman

r u the one who made a vid comment about kaspa bitmain asic?
Comment from : Blockchain 101

But what about c++
Comment from : Shaw-krow däshsabè

Hi! What is the source video of images at 1:29???
Comment from : Oscar Herrera

Any jobs for junior MI devs detransitioning from webdev? ;)
Comment from : Skavi Hekkora

I would code a ML model that learns ML for me
Comment from : fg

Hi 👋 brCan anyone advise which order the recommended books (at the end) should be taken in?
Comment from : Sipo Charles

Do you recommend Deep Learning Specialization after ML Specialization?
Comment from : TheAxeMonger

should we watch the optional lab in the coursera
Comment from : amal p peter

Thank you for making this video It's very helpful
Comment from : hello

Hello if i want to launch career in AI testing?brhow to do so?brthanks
Comment from : fedaa salah

I have worked as 3d artist for 8 years now and I want to switch to Ml The problem is that i am 34 years old I do not know if there is any company that will hire someone who starts at that age Do you have any advice if I should start or stick to 3d?
Comment from : baki89nis

One of the most luxurious pieces of advice I've ever heard ( or watched) brThank you, Patrick
Comment from : Nice Khan

Thx you 🙏😊
Comment from : Павел Протасов

Thank you
Comment from : Aritra Mukherjee

Nice video, but a lot of you make the same mistake Why start out with math? For most people things like calc will never be needed and is so far removed from their goals Why start out with a hurdle? If you are a new programmer start out with python and get some easy, early and encouraging victories Motivation is essential with a long term learning programmake sure you start out and continue to have victories throughout the process
Comment from : Peter Sedesse

Can I become a ML engineer with just studying and hard work without a CS, Software engineering, or Mathematics degree of any level?
Comment from : GrimReaper

This is just what I was looking for! I was overwhelmed with the amount of resources out there, so it is incredibly useful to have a solid roadmap going forward Thank you!
Comment from : White Noises

How do ML engineering jobs compare to other engineering fields? (Financially) thanks
Comment from : Danilo Dias

I couldn’t get through your video because your voice is so annoying Sorry
Comment from : J P

Is this still relevant? I created a similar roadmap for myself months ago, but I always find myself starting from scratch because of the constantly evolving technology and new f*cking "bootcamps" that keep popping up I am a Math graduate and know Python to a decent extent I can say that I have a good understanding of the basics of machine learning, having completed many of Andrew Ng's courses However, I always feel like I am at the beginning of the road and cannot make any progress Reddit has coined this phenomenon "tutorial hell," but for me, it feels more like a lack of proficiency My other graduate friends have gotten data analyst jobs without any prior experience, but I want a role that I can progress in without feeling stuck Can someone please help me or guide me based on what I've written? I am tired of being unemployed and unmotivated and feel like I have wasted a year
Comment from : adhelm