How I’d learn ML in 2024 (if I could start over)
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День томуBecome better at machine learning in 5 min/ week 👉🏻 newsletter.borismeinardus.com/
In this video, I share how I would learn Machine Learning in 2024 if I could start over.
For the past 3 years, I have been studying machine learning (and 2 years before that basic computer science), which has now led me to work with an amazing ex-Meta professor, collaborate with Google DeepMind researchers, and have interviews at amazing companies.
Having learned from all of my failures and successes, this video breaks down how I would learn machine learning all over again, focusing on the essentials and learning from the best resources.
Enjoy!
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👇🏻 Links to resources 👇🏻
==== Maths ====
www.edx.org/learn/probability...
www.edx.org/learn/linear-alge...
www.coursera.org/learn/matrix...
==== ML/ DL ====
www.coursera.org/specializati...
• Neural Networks: Zero ...
www.coursera.org/specializati...
huggingface.co/learn/nlp-cour...
⬇️ Follow me on my other socials and feel free to DM questions! ⬇️
⚫⚪ Medium: / boris.meinardus
🐦 Twitter: / borismeinardus
================== Timestamps ================
00:00 - Intro
00:40 - Python
01:29 - Maths
02:47 - ML Developer Stack
04:00 - Learn Machine Learning
06:06 - How To Really Get Good
=============================================
#ai #learning #machinelearning
@borismeinardus 3 місяці тому
🚀 There is so much more to explore in ML. Feel free to grab my FREE cheat sheet of different ML domains and open challenges: boris-meinardus.ck.page/2f5e05bb1f
@lendage Місяць тому
0:35 0:39 0:41
@ayashawky3477 Місяць тому
We need a video for how to get a job in ML?
@yeasinarafat6529 2 місяці тому
It will help you. 1. Basics of python 2. Learn numpy, pandas, matplotlib 3. Beginner course: * Supervised Machine Learning: Regression and Classification * Advanced Learning Algorithms * Unsupervised Learning, Recommenders, Reinforcement Learning By- Andrew Ng 4. Neural network * Neural Networks: Zero to Hero 5. Deep learining specialisation * Neural Networks and Deep Learning * Improving Deep Neural Networks: Hyperparameter Tuning, Regularization and Optimization * Structuring Machine Learning Projects * Convolutional Neural Networks * Sequence Models
@barbaragendron2836 5 місяців тому
As a PhD student in NLP, I completely approve your recommendations! These are relevant, concrete and feasible steps so thank you very much for presenting this in that very pleasant way. I would maybe add something regarding college students that may wonder if they should start with math or computer science majors to work in machine/deep learning top companies. My advice relying on my experience is: start with math. It is, to my mind, far easier to learn computer science concepts when you already got the maths principles. I do have a math background initially and I struggle a bit at the beginning of my journey with some software engineering aspects of project development, but I am convinced that I would have struggled way more if I had to learn math concepts from scratch by the end of my degree.
@PS77787 5 місяців тому
Thanks for sharing this!
@chirantanx 5 місяців тому
Pin this comment already!
@borismeinardus 5 місяців тому
Thank you very much for the insight! I really appreciate it and value it, that you approve of what I say 💛 But yes, maths is always the biggest blocker for people wanting to get started with ML. I think both paths (Maths first, or maths second) are viable and depend on the person. I know some (probably most) people might be frustrated right away when they just start with pure maths (I personally love maths :)). That's why I think starting with something fun like programming basics is a good idea. As mentioned in the video, no step really needs to be fully completed one after the other. You can also learn maths and python side by side. Mix and match to your desire, as long as you put in the time, and enjoy it, everyone can learn machine learning. And If you are in college doing CS, you will have linear algebra and calculus courses anyway haha. You just need to appreciate the content and power through! Again, thank you for your comment! 😊
@_rd_kocaman 5 місяців тому
This video could have been a 3-4 sentence guide. Disliked
@alpotato6531 5 місяців тому
what do you mean by "math"? Do you mean more than second year stats, calc1-3 and linear algebra? if yes, then perhaps the math major recommendation makes sense.
@juliaifrank 2 місяці тому
As an MSc Computational Physics student and a beginner in learning machine learning who has done some research on how to teach myself ML, a lot of what you said is consistent with my own conclusions and how I would approach the self-learning process. Great video! Subscribed.
@mrdbourke 5 місяців тому
Fantastic video Boris! And excellent practical steps, especially the final one! (Courses = base knowledge, projects/paper replication = specific knowledge)
@borismeinardus 4 місяці тому
Many thanks! You summarised it spot on! 💛
@partymanners 2 місяці тому
Thank you for this! I'm starting my neuroscience PhD soon, and I want to implement ML to aid my projects. Your video provides a super helpful framework going forward :)
@VedanthB9 3 місяці тому
This video was extremely time-effective and simple. Thanks for putting it out!
@srivaishnaviy7979 4 місяці тому
Happy to know I followed the right order in the first 4 steps! Thank you for recommending Andrej's course; I subscribed to Ng's Course but I couldn't keep up with backpropagation :( Will include this step in my learning journey!
@IshikaHere 5 місяців тому
underrated video, underrated channel . Gonna binge watch all the videos ! so informative and straight to the point, please make more videos on machine learning and artificial intelligence
@borismeinardus 5 місяців тому
wow, I really appreciate the kind words!! Thank you 😊 I will do my best to not disappoint you! Let‘s see if you like this weeks video 😬
@yasinyaqoobi 4 місяці тому
Great content. I started my journey last year and I am happy to see that I am doing the exact courses + Andrej's series.
@sauravdeb8236 Місяць тому
I am a Business Consultant with 2.3 years of experience, and I'm planning to transition into the Data Science field. I was just looking out for guidance on how to get started. Thank you so much! I found it very informative.
@JohnSmith-gu9gl 4 місяці тому
Bist ne gute Seele! Danke für die Motivation.
@anthonybernstein1626 5 місяців тому
For the math part I highly recommend the "Mathematics for Machine Learning" book. It covers all the important stuff without going too much into the details (and gives you the foundation in case you later still want to get into those details). Oh, and it's free.
@borismeinardus 5 місяців тому
That book sounds great! Haven't had a look at it, but that you very much for the recommendation! 😊
@user-dm7wr5gv4i 5 місяців тому
Who are authors?
@anthonybernstein1626 5 місяців тому
@@user-dm7wr5gv4i Marc Peter Deisenroth, A. Aldo Faisal, and Cheng Soon Ong
@giacomobrunetta1715 4 місяці тому
Linear Algebra And Learning From Data (G. Strang) is a great book as well.
@Eggs-n-Jakey 4 місяці тому
I was like cool it starts with linear algebra, then kept scrolling, what are these words....
@gauravdahal9160 3 місяці тому
Words are not enough to express my words , i was just too confused to even start even tho i do have prior basic knowledge, as someone coming from software engineering having a basic idea i did had hard time figuring out what to learn , i cant think just how confused how other people are . Thanks a lot 🔥❤
@ZerobugCoder 5 місяців тому
Honestly, the grind never stops. I reimplemented many papers and published my own ones and still feel somehow i am still a beginner forever
@borismeinardus 5 місяців тому
A fellow traumatized researcher 🫡
@RajdeepBorgohainRajdeep 3 місяці тому
Haha, I feel the same way! Freaking self doubt in this domain! Are you maintaining your implementations notebook somewhere?
@stias1820 3 місяці тому
the more knowladge you obtain on a subject gives you more facts about its truth so you have better undetstanding of what you really know and what you dont.... that doeasnt mean tho that you are not in a high level in general
@kpwlek 2 місяці тому
it will never stop... two MSC's om System Design Programming and Comp /Network Security, 25y experience in building systems and design network arch learned like 12-15 different prog langs and yupie Im here watching tutorial from a 22-25 y old about ML and what is the best approach to ML in 2024...
@RajdeepBorgohainRajdeep 2 місяці тому
@@kpwlek mind blowing🤯! I think learning is driven by curiosity. When we do a deep dive on a particular topic there's always something which we are not learning. And later that might seems interesting which we start learning. For me this is the cycle
@ArunKumar-bp5lo 5 місяців тому
i think reading a paper is a great skill at the end . if u can understand what people did how they did it's great checkmark that u have reached a certain point of advance level of ml
@borismeinardus 5 місяців тому
definitely 🤩
@committedeel1751 4 місяці тому
This is brilliant! Thank you so much Boris - definitely needed this guidance to get started in ML/DS
@borismeinardus 4 місяці тому
🤩
@ellamaria187 3 місяці тому
Thank you for such a clear roadmap.
@carsongutierrez7072 3 місяці тому
This is something I need. Thank you ML Guru!
@MiroKrotky 4 місяці тому
Some of the realest and best advice out there
@Konami9999 5 місяців тому
Really high quality vid with very useful and good structured information! Keep going and you will be big on yt
@borismeinardus 5 місяців тому
I really appreciate it!! Thank you very much 💛
@PS77787 5 місяців тому
Thank you for this! Really well put together
@borismeinardus 5 місяців тому
Thanks! I‘m really glad you like it :)
@jronbroke 4 місяці тому
bro please keep it up . we need more informative video like this . Thanks alot brother.
@negrito360 4 місяці тому
This is great advice if you want to learn ML for fun. If you want to get an ML job you will need more than understanding the basic math.
@jimdimitroff6197 4 місяці тому
You're voice I find easy to listen to and understand. You have a new subscriber.
@kunalrai4524 Місяць тому
Awesome video , really a raw to think the feasible path and thinking
@user-jq4kn6fj3z 2 місяці тому
Thank you! Very helpful!
@brandenvs 2 місяці тому
Thank you for this!
@arshs4742 2 місяці тому
Finally a good video on how to actually get started thanks a lot man
@bubblekaye 22 дні тому
I'm beginning my conversion MSc in human centred AI and Game development in September, having no computer science degree or strong foundation in maths. I got a C in GCSE. It's a weak point for me but I can see it's crucial in this field. This is really inspiring and it's good to know that I will be okay as long as I work hard. Thank you!
@flakky626 5 місяців тому
Thanks man you're great help as always!!
@borismeinardus 5 місяців тому
I‘m happy my content can actually help!! 😊
@patrickkarlsen6022 5 місяців тому
Hey Boris, loved the video! I'm starting my AI graduate studies in January and have also contemplated starting a UKposts Channel explaining the subjects I learn. Just wanted to let you know that you're an inspiration for building a brand for yourself and I'm gonna cheer you on!
@borismeinardus 5 місяців тому
Thank you so much for the kind words! I hope my future videos will be as helpful as this one 😊 Also, best of luck with your studies!!
@md.shahriarabidswapnil604 3 місяці тому
brother, hope you gain more. thanks
@kavorka8855 4 місяці тому
Thank you so much for the advice and recommendations :D
@borismeinardus 4 місяці тому
You're so welcome!
@sandrocavali9810 3 місяці тому
Good stuff thanks mate
@markaragnos2446 5 місяців тому
Frankly this is where i really messed up. I learned python and straight up jumped to learning the ML tech stack. Completely ignoring the math. When i got into NN and deep learning, my lack of math knowledge sent me crashing down coz i kept learning math stuff in bits and pieces only for what i was learning in deep learning at the time. It got chaotic and led to lots of failure in tasks and interviews. Finally an interviewer told me that there is no point going advance if i dont know the basics. I went back to learning math properly and while its been really challenging to study with a pen and paper instead of coding all the time... i know i am now on the right path.
@derpythecate6842 5 місяців тому
As a comsci major who did some AI as a hobby then formally taking a module on it, I'm burnt out due to the same issue. Its very easy to say just rely on some existing neural network architecture, and ignore the fundamental math principles behind it. The thing is the math (e.g deriatives, linear algebra, statistics) is what drives the algorithms in the first place. By know the math, you know what metrics are appropriate, what other approaches that are more efficient can solve the problem quickly. But its intimidating since most of the data are working in arbitrary higher dimensions that what I learnt before, and its hard to visualize, but less connect the math you prove into code.
@borismeinardus 5 місяців тому
Yes, I see... I am sure this is a common problem people have. Maths is scary. I feel like really understanding the basic is important, but expecting to understand everything in the first paper you read is pretty much impossible. But, (and this is the important part) since you have learned the basics, you know enough to research the more advanced maths, and if you give yourself enough time, you will learn everything you need step by step. Even if there is a maths concept you didn't understand in the first paper, once it arises in a further one you read, you will surely be better prepared to understand it. If you continue on failing and learning, you will master the maths, and then see, that it really is not too scary after all :)
@joelwillis2043 4 місяці тому
Software bros that ignore fundamentals ... hilarious.
@raypamber 4 місяці тому
can u please tell me from where to learn math I mean resources or tutorial I want to start with machine learning
@markaragnos2446 4 місяці тому
@@raypamber watch the video again
@Angelinajolieshorts 4 місяці тому
Your contents are very appreciated.
@miblish5168 4 місяці тому
Very valuable video. Thanks!
@ayushbhosale2004 2 місяці тому
I wish you had posted this 6 months ago but anyways I can use this video for revision roadmap thanks mate keep it up👏
@kishore2137 5 місяців тому
thank you for your valuable information 🤩 it really helps me
@borismeinardus 5 місяців тому
I‘m really happy I could help you ☺️☺️
@emir7884 4 місяці тому
I was literally thinking about making a proyect of ML but i didnt know where to start and then i saw this video on my recommendations.
@AnA-xx1vx 4 місяці тому
Keep in mind that this is a guide to "'learn ML"' not "' get a job in ML"'.
@borismeinardus 4 місяці тому
💯
@communityofmotivation249 4 місяці тому
@@borismeinarduswhat are extra things to get job
@Brewsto 4 місяці тому
They employ you to bring more profit to the company than your salary.
@zaraza_5948 4 місяці тому
Is that hard to get job in ML? What i need to know?
@Kishor_D7 4 місяці тому
@@zaraza_5948ml😂
@ariashow4088 27 днів тому
That is pretty funny. I am currently studying to apply for TU Berlin kolleg. So that is why I followed you because I think saw one of your videos about a day of your life being a TU Berlin student. And ngl I've never seen another video of you. Untill now, about 1 or 2 year(s) later. And this time I was looking for the roadmap for machine learning. And when I was watching your video. I was so confused that where did I see you. And after a little searching I found out why. So the path I am taking is so similar to yours. That makes me not feeling lonely ❤❤
@javiersolarirazabal7089 3 місяці тому
thanks, this is very helpful
@Bruhhhh12368 5 місяців тому
Awesome Video!!!🔥 Looking Forward for more such amazing videos ❤🙌
@borismeinardus 5 місяців тому
Thank you so much 🤩 I‘ll do my best to create more valuable content ☺️
@jaikishansmspl39 3 місяці тому
Thanks for this post
@hoidtakesopioids3223 5 місяців тому
Super useful video. Thank you!
@borismeinardus 5 місяців тому
I‘m really happy you liked it! 🤗
@settyg 2 місяці тому
Awesome video, I just subscribed!
@leolalfrancis9536 Місяць тому
Nice one brother... being in the field i couldnt reccomend anything more. Arch are getting quite irrelavant now with these foundation models but have to get the base straight to start debugging something as base math remains same.
@schlimanokobibi 4 місяці тому
I might be jumping the gun a little, but I feel like in the near future polars is going to be the favorite dataframe tool instead of pandas. I definitely recommend learning it as well, it's a lot more intuitive and faster and a lot of frameworks are adopting it.
@ruonanzheng2019 5 місяців тому
thank you, this video is really helpful.🎉
@borismeinardus 5 місяців тому
🤗 I‘m really glad it helped you!!
@benny9794 2 місяці тому
I was scared that I didn't know enough math after taking linear algebra, but that covers most. I totally agree you can always go back and learn the holes in your knowledge in stead of spending months filling in potential holes.
@padaricohora9094 3 місяці тому
Thanks for this no none sense guide for a complete beginner like myself ❤
@anurag-yadav 4 місяці тому
Thanks a lot for this. I am about to begin my ML journey and this video showed me the way.
@borismeinardus 4 місяці тому
I‘m really happy it could give you a little bit of guidance 🤗
@shani8175 4 місяці тому
Can we start together... By sharing knowledge with each other and helping it could be helpful for both what do you think
@anurag-yadav 3 місяці тому
@@shani8175 sure
@ananyagupta321 Місяць тому
Which year of college you are in?
@anurag-yadav Місяць тому
@@ananyagupta321 last semester :) have had some non-serious forage into ML earlier but doing it now seriously.
@Toby-Savage 4 місяці тому
Great video. ML is not about taking a dataset and training random models on it. Every model is different in their own way and the ability to understand the math behind the models helps you determine which model may fit best with your dataset. While these tutorials are great, I’d recommend getting a graduate degree MS/PhD. Most ML positions require a graduate degree, which force you to truly understand the theory
@ravishmahajan9314 4 місяці тому
Yes so i am looking for ML for Business Analyst. Can you tell me any resources?
@igorf243 3 місяці тому
Sounds like a solid plan for my 2024, ty
@spektree8448 4 дні тому
How's it coming so far?
@codingdidi 4 місяці тому
This is brilliant 👏 indeed useful
@jonlegasa2482 4 місяці тому
Thank you so much. This was a great video!
@borismeinardus 4 місяці тому
Glad you enjoyed it!
@avibcci1297 5 місяців тому
Thanks a lot for this
@borismeinardus 5 місяців тому
My pleasure 😇
@pcebro 4 місяці тому
Awesome! Thanks
@Flyhigh099 5 місяців тому
Thanks for the informative video👍🙂
@borismeinardus 5 місяців тому
Glad it was helpful!
@lemz207 3 місяці тому
Excellent tutorial, starting that course as we speak
@CoffeeXmusic 5 місяців тому
Great video. Thanks for sharing 🎉
@borismeinardus 5 місяців тому
Thanks for watching! 🥳
@user-tt4ie6mv3v 2 місяці тому
Starting from my point, I think dont rely on GPT too heavily, though it really helps when you're stuck in some problems. Sometimes you have to create your own constrcution of neural networks based on all the basics from python, torch, numpy etc. And your own construction is way more straightforward than the GPT gives. (My experience learning DL for 2 months😜)
@TechnologyofTodayandAlways 4 місяці тому
good video, you are a great inspiration for me, congratulations, I am already your new subscriber 👍 blessings 🙏🏻
@CodeEmporium 5 місяців тому
Love it 😊
@borismeinardus 5 місяців тому
Yay 🤩 Thank you very much for your amazing content as well! Your videos definitely help a lot in understanding complex ML/ DL concepts!
@Dannydrinkbottom 3 місяці тому
Andre Ks NN series is a goldmine.
@borismeinardus 3 місяці тому
💯
@rahulmehta7235 Місяць тому
thanks griezmann!
@adityag6022 3 дні тому
Thank you sir
@HasnatAbdullahz 4 місяці тому
Thanks bro.
@AmjedML 5 місяців тому
Thanks ❤❤
@borismeinardus 5 місяців тому
💛💛
@flutterdeveloper 4 місяці тому
Thank you.
@observer698 2 місяці тому
Hi Boris, thank you so much for sharing your knowledge. I really want to implement a paper like you suggest, not sure where to start? also what kind of computer would you suggest for an ML engineer or DS ? Thanks!
@YouAreTheRaidBoss 4 місяці тому
Stark Brudi, weiter so!
@borismeinardus 4 місяці тому
🚀🚀🚀
@jiaaoli4331 5 місяців тому
Very helpful and inspirational video, love from TU!
@borismeinardus 5 місяців тому
Thank you!! ☺️💛
@kimutaifelix9092 4 місяці тому
Everybody is recommending Andrew NG. He must be the best machine learning prof
@athul_sidiq 5 місяців тому
Really helpful keep it going ❤
@borismeinardus 5 місяців тому
thanks!!! 😊
@murators4732 4 місяці тому
great starting tips!
@borismeinardus 4 місяці тому
Glad it was helpful!
@blue_lobster_ 5 місяців тому
pure gold, thank you! what kind of roles can I apply after those courses?
@borismeinardus 5 місяців тому
Thanks 🤗 You can in theory apply to every ML opening you see, but at some level of company the courses alone will not be enough. You will need to demonstrate skills through projects and experience, that‘s why I added the last point in the video :) But there are of course other ways to stand out and I‘ll actually upload a new video covering more tips on exactly that on Sunday. Perhaps that video might be useful to you ☺️
@seeyditti 2 місяці тому
I love the maffs! (math)
@omgupta9015 4 місяці тому
I am a Cloud Engineer and was thinking of switching to ML/AI. This video was kinda what I was looking for to get an overview of everything and the roadmap and resources to pick! Thanks man! Keep it up. PS: Liking and Subscribing!
@RajdeepBorgohainRajdeep 3 місяці тому
ML is too huge, find out the opportunities where your expertise intersects with ML. Maybe MLOps, or something else!
@CEBS13 3 місяці тому
Same! Planning to work on a MLOps by the end of the year. I find it challenging on how much ML I need for MLOps without becoming ML Engineer
@xedose7183 Місяць тому
Same situation here, currently in Cloud Devops. Now thinking of moving towards AIOps, MlOps with Python programming for future job security and progress.
@aladeadeseun5288 5 місяців тому
Thanks for the overview and orientation. AI learning is the next thing I want to go into.
@borismeinardus 5 місяців тому
Go for it! It is very fun and rewarding. At least in my opinion :)
@user-zb9dr9nd7g 2 місяці тому
thank you , i want to take your opinion about : which one should i learn first ML or Ai ?
@obafemijinadu4726 2 місяці тому
Hi Boris, great video! When you re-implement papers do you only do this for papers that provide their code on GitHub?
@reviewchan9806 4 місяці тому
Would you do a video with a full practical project using all these tools?
@redfordkobayashi6936 5 місяців тому
Thank you very much Boris! What sort of side projects did you build to showcase what you know?
@borismeinardus 5 місяців тому
I have a video that might answer your question coming out next week on Sunday 😉🤗
@romzeek Місяць тому
Borya, I subscribed
@flynnparish9833 4 місяці тому
Thanks!
@borismeinardus 4 місяці тому
Thank you!! 💛
@srinivasn415 5 місяців тому
Just love the way you say 'Mauths'!:)
@borismeinardus 5 місяців тому
🫣🫣🫣
@bikabob1787 5 місяців тому
nice video man keepup
@borismeinardus 5 місяців тому
🫡🤩
@cosmos_learner 4 місяці тому
I am starting my journey of ML today and after 3 months I will update how's it going .I will follow the path and I have faith in myself(also in your words ☺) I will get better and will definitely become the best. Also wanna say thank you for your videos it helps a lot.
@borismeinardus 4 місяці тому
Way to go! See you in 3 months 🫡🚀
@Unbroken.005 4 місяці тому
@@borismeinardus Hey there! good to hear about your journey. Even I am getting started on ML. I was wondering if we could collab and learn together by sharing knowledge and help out each other in downs.
@cosmos_learner 4 місяці тому
@@Unbroken.005 I am down on this
@olamijutomiwa8336 4 місяці тому
How do I contact you guys
@cosmos_learner 4 місяці тому
@@olamijutomiwa8336 no need bro in these 3 months I am gonna make python and math strong and learn base of ml
@maro4life 3 місяці тому
Great video 👍
@mind-blowing_tumbleweed 4 місяці тому
First I learned Linear Algebra on yt with Strang course. It took me half a year. Now I'm on the challenge to comple all Khan Academy HS and college courses. It's already half a year in. I still have lots to do. Then I'll take specialized math for ML course. You'd say it's overkill and I waste time. You probably would be right. Also I forget the most of what I learn. But I just want to tick off all the boxes, so whenever math difficult comes in, I wouldn't be like "oh I have no idea what's going on"
@dreamelbon3789 4 місяці тому
I think you're just doing unnecessarily too much. Just learn enough to get you started. Don't let imposter syndrome win over you. The thing about it is that if you understood some basics you will still revisit the maths and stats as you're working on projects
@ReluRoundup Місяць тому
2:14 I don't remember by calculus class looking like that! :)
@andreyshulga12 4 місяці тому
I am not sure that basic math such as linear algebra, probabilty in the level of high school, first year of university is enough. I guess some day you will encounter something like of a glass ceiling because advanced ml requires far more advanced math. I am not discouraging the reader to lower his arms, but if you have a choice, it is better to join university where math is taught on above average level. I have a really strong background in pure math, but even with it i sometimes strugge. For e.g. you might need subjects which are really hard to understand such as functional analysis, stochastic processes, descrete math and etc(subjects which is not present in standard engineering math curriculum). But i am working in the research, not on the ml engineer position, so i guess i'm a little bit biased :) But, once again, my advise is to study math as much and as thoroughly as possible. Hope it helps
@darshan9188 Місяць тому
Hey! Thank you for this guide. However, Andrew Ng's specialization's free audit version doesn't include notebooks and assignments and things, just the video content. How do you suggest I get some hands-on practice through other means? I don't know yet if I want to invest so much money into the courses.
@temanangka3820 5 місяців тому
Thank you
@borismeinardus 5 місяців тому
You're welcome 😇
@AIwithAndy 3 місяці тому
Highly recommend all the steps in this vid! p.s. if anyone wants a gentle introduction to the math, I'm working on a series called Math You Need For Machine Learning
@sankhuz 5 місяців тому
Good quality
@borismeinardus 5 місяців тому
Trying to improve with every video! :)
@prateeksharma6756 4 місяці тому
Hey Boris, very informative video, I am currently in my 1st year of Comp Sci engineering degree and I am taking Cs50Ai can you suggest me what course should I take next or what is it that I should definitely be doing ?
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