This ML Project Gives You an Unfair Advantage

Ғылым және технология

Become better at machine learning in 5 min/ week 👉🏻 newsletter.borismeinardus.com/
So many ML projects online are great for beginners, but will not take you beyond that stage. In this video, I will share the project that could be the single best machine learning project that will take you from beginner to pro and give you that unfair advantage!
Enjoy 💛
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================== Timestamps ================
00:00 - Intro
00:38 - Reading the Paper
03:02 - Datasets
04:03 - Model Architecture
06:44 - Training
=============================================
video edited by Saurabh thakur / Instagram @creates_lucifer
#ai #datascience #machinelearning

Пікірлер: 101

  • @borismeinardus
    @borismeinardus4 ай бұрын

    Not sure what ML paper to work on? Feel free to grab my FREE cheat sheet on different ML domains and open challenges: boris-meinardus.ck.page/2f5e05bb1f

  • @kabirsharma5417

    @kabirsharma5417

    3 ай бұрын

    Hey man, I did not get any email in my inbox. Do I have to wait, perhaps till midnight?

  • @borismeinardus

    @borismeinardus

    3 ай бұрын

    @@kabirsharma5417 Hmm, not really. It should come straight away. Did you enter the right email? 😬

  • @kabirsharma5417

    @kabirsharma5417

    3 ай бұрын

    @@borismeinardus twice! But I got it a few hours later. Thanks for following up!

  • @borismeinardus

    @borismeinardus

    3 ай бұрын

    @@kabirsharma5417 Oh, weird. Sorry for the inconvenience!!

  • @anuragkumarjha5637

    @anuragkumarjha5637

    3 ай бұрын

    @@borismeinardus Hello! great vid btw Any repository for this particular project mentioned in video?

  • @Adaywithjon
    @Adaywithjon3 ай бұрын

    Insanely high quality video Boris! Easily gained a new sub. Eager to follow and grow with you!

  • @borismeinardus

    @borismeinardus

    3 ай бұрын

    Much appreciated! Welcome aboard!

  • @observer698

    @observer698

    3 ай бұрын

    same!

  • @ojaspatil2094
    @ojaspatil20944 ай бұрын

    great video! I am about to start by implementing some basic papers following your advice so this helps out, thank you!

  • @borismeinardus

    @borismeinardus

    4 ай бұрын

    Great to hear! Have fun 😊

  • @harshvardhanv3873
    @harshvardhanv38734 ай бұрын

    Hey man your videos are awesome, can you do a part 2 for this video explaining how to start reading papers as a beginner or if possible give an order of topics ranking them from easy to implement to the hard ones which might need more experience. If you can do that it would be really great.

  • @borismeinardus

    @borismeinardus

    4 ай бұрын

    Great suggestion! I actually already have a video on how to read a paper :) kzread.info/dash/bejne/l2yYw7qxgJCYaMY.html Regarding the list, it's difficult to do that because there simply are waaaaay too many papers haha But I'll keep the idea in mind 😊 You can here download a free cheatsheet I made to get an overview of the different ML domains boris-meinardus.ck.page/2f5e05bb1f If you find something interesting, you then just need to google that topic. Perhaps it is a good heuristic to say that older papers are a bit simpler than more recent ones. I hope this somewhat helps! 😊

  • @harshvardhanv3873

    @harshvardhanv3873

    4 ай бұрын

    @@borismeinardus really informative thank you 😊

  • @siemens8456
    @siemens84564 ай бұрын

    Nice video as always! Gives me the motivation to kick-start my next project :)

  • @borismeinardus

    @borismeinardus

    4 ай бұрын

    Glad to hear it! Go for it 🤩

  • @kolyakravchenko7086
    @kolyakravchenko70864 ай бұрын

    Great video! Came here from another one, where you talk about „recreating a paper“, because I didn’t understand what that meant 😂 Was really surprised to find an answer right in the next video I open.

  • @borismeinardus

    @borismeinardus

    4 ай бұрын

    😎😎😎

  • @chamil_n
    @chamil_n4 ай бұрын

    Amazing, that's exactly what I'm looking for !!

  • @borismeinardus

    @borismeinardus

    4 ай бұрын

    🤩🥳

  • @ramz_53
    @ramz_533 ай бұрын

    can you do a video about creating Dataset and Dataloader objects for your custom dataset

  • @ghostlevelzero7446
    @ghostlevelzero74463 ай бұрын

    Brand new to this. Where do you find papers in the first place? Also, loving your content!

  • @jcorey333
    @jcorey3332 ай бұрын

    I like your channel, thanks for posting!

  • @borismeinardus

    @borismeinardus

    2 ай бұрын

    I‘m really happy you liked it! Will do my best to share more valuable content ☺️

  • @jeresalem
    @jeresalem4 ай бұрын

    Great content, thanks! You might want to take it easier with the sound effects though, makes it just harder to follow.

  • @borismeinardus

    @borismeinardus

    4 ай бұрын

    Thanks! Sorry about that, still trying out different things 😅

  • @NinVibe
    @NinVibe3 ай бұрын

    Great video! Q: how implementing a paper might be a better approach to showcase my skills instead of building a project that has a practical purpose?

  • @surajshivakumar5124
    @surajshivakumar51244 ай бұрын

    Great video! Would love to see you do this end to end either on a YT Live or a pre-recorded version, this would greatly help people who have never implemented it. Can you also share a sample github of your implementation that got you the deepmind internship?

  • @borismeinardus

    @borismeinardus

    4 ай бұрын

    Thanks! This is a very extensive project, it‘s really tricky to put into one video or one live stream 😅 here is my repository: github.com/sudo-Boris/stable-baselines3 And I sadly didn‘t actually get the internship - just got the interview and then sadly didn‘t pass 😬

  • @surajshivakumar5124

    @surajshivakumar5124

    4 ай бұрын

    I hope one day you will post a video / technical blog on re implementation of research papers. Thank you so much for the GitHub, will surely learn a lot from it

  • @vipulsarode2722
    @vipulsarode27224 ай бұрын

    Perfect timing Boris! I was just reimplementing Show, Attend and Tell and I was just starting to lose my mind😅 This video gave me the push I wanted. Btw, just out of curiosity, which paper did you reimplement that got you an interview at DeepMind?

  • @borismeinardus

    @borismeinardus

    4 ай бұрын

    Amazing!!! Happy to help 🤩 I worked on the RCPO paper :) arxiv.org/abs/1805.11074

  • @yunleung2631
    @yunleung263126 күн бұрын

    make a video on alternative career paths to AI/ML please!

  • @inamir
    @inamir4 ай бұрын

    Interesting watch, thank you! Could you share which app you're using to annotate pdfs on iPad ?

  • @borismeinardus

    @borismeinardus

    4 ай бұрын

    Thank you! I‘m using Notability! (Perhaps would have been a good idea to mention the name since I have the logo in the thumbnail haha)

  • @dhanrajcodes9962
    @dhanrajcodes99624 ай бұрын

    can you suggest me websites of research paper and how you find the research paper of any projects?...btw i like ur videos and the way u explain all major and minor things , thank you!

  • @borismeinardus

    @borismeinardus

    4 ай бұрын

    Thank you! I'm always trying out different things to improve :) Well, technically almost all papers are on arxiv.org but I would simply suggest to google an area you are interested in and append the word "papers".

  • @nicdemai
    @nicdemai3 ай бұрын

    This video just described my masters degree lol!

  • @borismeinardus

    @borismeinardus

    3 ай бұрын

    I think this is a good thing haha

  • @flakky626
    @flakky6264 ай бұрын

    Can anyone tell me about amazon ML applied scientist intern role...Like what should I specifically focus on and how can I increase my chances for getting selected..I been into ML domains for like 6-7 months and currently studying depth working of VAE's

  • @brucewayne4357
    @brucewayne43573 ай бұрын

    Hey Boris, Incredible video! Just wondering to work at DeepMind do you have to have a PhD. I see so many jobs in ML and AI requiring PhD's in related fields these days

  • @borismeinardus

    @borismeinardus

    3 ай бұрын

    Thanks! Yeah that‘s a tricky question. The short answer is, you theoretically don‘t, but you somehow need equivalent experience. I will elaborate on this a bit more in this weeks newsletter ☺️ but the main point is, many AI/ ML positions require very domain specific knowledge, and you usually get that by studying a very specific problem and working on it for years. This is something you do in a PhD. I hope this already helps a bit :)

  • @brucewayne4357

    @brucewayne4357

    3 ай бұрын

    @@borismeinardus Ah thank you so much for your reply. So when you were applying for the internships did you have a PhD at that point? Also, in regards to reproducing papers, do you have any tips for finding ones that aren't too complex?

  • @carsongutierrez7072
    @carsongutierrez70724 ай бұрын

    Yo ML bro! Great indeed

  • @borismeinardus

    @borismeinardus

    4 ай бұрын

    🤩🤩

  • @siddhanttiwari5293
    @siddhanttiwari52933 ай бұрын

    That's good advice ... but could you also please tell us how do we put this project on our resume please?

  • @borismeinardus

    @borismeinardus

    3 ай бұрын

    You just describe what you did "reimplement a paper and recreate results of original paper". Perhaps add one or two more key details to have some important key words on your resume. Perhaps have a look at my resume video. I there also have my paper reimplementation project on my resume :)

  • @user-sz2mi4bk4l
    @user-sz2mi4bk4l4 ай бұрын

    Actually I am a 2nd year student ug cse and I am currently doing DSA I literally don't have any interest but still for the sake of doing I am doing I had intrest in full stack web development but as the saturation increased I personally felt this is not for me I even had tried a bit so now my main goal is Machine learning (AI/DS) I have 2 questions for you mainly 1. Is it very hard to crack ml jobs or any gen ai jobs as a btech student like they often say you need PhD masters etc etc so how hard it is and how possible is it 2. I got a basic idea about we have to learn maths , python , ml,dl, etc etc But still as you are a engineer in itself which is a very great opportunity for me to learn from such a mentor I want an crystal clear explanation from where to start ,how to start and how would you start if you were me ? I am really greatful and thank you if you have read this message . Please feel free to reply in your own way. Thank you.

  • @borismeinardus

    @borismeinardus

    4 ай бұрын

    Hey! So, first of all, I am an ML researcher and not really an engineer. Although they do have an overlap :) The level of education varies a lot based on the company and role. For researchers, you will commonly need a PhD or a masters, but there still are ways to get a researcher job without that. It will just require the equivalence of experience, e.g. at a job. Depending on your skill and display of that (through projects you have worked on) you can even get Data Science or ML engineering roles without a degree. But that might mean to first start at a smaller company and then build expertise to switch to a more prestigious company. The companies look for certain skills and proof for those skills. How you get them (college, self taught or boot camps) is of less and less importance. But again, for research specifically, you need some sort of research experience. That can also happen by starting as a ML engineer and working as an engineer on a research project and then internally pivoting to a research position. There are many different ways to get into ML and Data Science. I hope this somewhat helps :)

  • @user-sz2mi4bk4l

    @user-sz2mi4bk4l

    4 ай бұрын

    @@borismeinardus thank you so much I have been following your content recently from few weeks it's great keep continuing and share some good resource for the machine LEARNING and data science related stuff thanks a lot from student community

  • @arastoozovaniy
    @arastoozovaniyАй бұрын

    hey thanks for the video, can I know the name of device you are using to read the paper?

  • @borismeinardus

    @borismeinardus

    Ай бұрын

    I use an app called Notability on my IPad :)

  • @Anushkajsingh
    @Anushkajsingh3 ай бұрын

    are there any papers you would recommend for beginners, that require say lesser resources and can be trained on free tier colab?

  • @eva__4380

    @eva__4380

    3 ай бұрын

    If you want more resources you can use kaggle kernel you get 2 gpus for free and has similar interface as colab

  • @eva__4380

    @eva__4380

    3 ай бұрын

    You can also check papers on mechanistic interpretability they are not as resource intensive as other papers

  • @adarshsaurabh7871
    @adarshsaurabh78714 ай бұрын

    I have even built an new architecture for my research paper. I'm a final year CSE student from India. Still I'm not getting any interview calls. 😢 Can you give me some tips on how can I showcase my skills to the recruiters.

  • @borismeinardus

    @borismeinardus

    4 ай бұрын

    At some point, when you feel confident in you skills and have 1 or 2 "significant" projects, it's all about sales. You need to learn how to sell yourself properly. I have a video on how to write a good resume. That might be a very good point to start! :)

  • @naveenkumars8570
    @naveenkumars85703 ай бұрын

    Basically my Mini Project in ML, 😁 which is yet to start.

  • @borismeinardus

    @borismeinardus

    3 ай бұрын

    🤩

  • @vinayakjaiswal9976
    @vinayakjaiswal99764 ай бұрын

    Hi boris , can you make a video on research paper like how someone can write research paper what should be the process?

  • @borismeinardus

    @borismeinardus

    4 ай бұрын

    Hmm, that's a tricky one because it is always really different depending on the type of research you are doing. But I will keep that in mind and do my best!

  • @theyashjani
    @theyashjani4 ай бұрын

    hi, my 2 years of masters will complete in 3 months i have been specializing in AI and Cyber Security. in 1.5 years i have explored software development extensively and now i have to make a career in ML as a Researcher or Engineer My Skills: Data Science and AI => Begineer Python => Intermediate Software Development => Begineer to Intermediate can you guide me how to get start in ML.

  • @borismeinardus

    @borismeinardus

    3 ай бұрын

    Hmm, difficult to give a detailed answer here in the comments, but for short, try to work on cool projects and try to target ones that might be interesting to very specific company projects or even better people. If you can‘t do that in your spare time, perhaps it might be worth considering a PhD. But yeah, try to really think in terms of being very good at one specific things a specific team or person might be looking for. I hope this helps :)

  • @anujajoseph7215
    @anujajoseph72153 ай бұрын

    Hello sir can you please help with one problem Develop a framework for leveraging machine learning to uncover customer trends and behaviors while adhering to the highest standards of ethical data usage. In today's rapidly evolving business landscape, understanding customer preferences is crucial; however, privacy concerns have taken precedence. We are actively seeking innovative solutions to anonymize user identities within extensive databases, enabling the responsible application of machine learning techniques. Your objective is to construct a robust and privacy-centric framework that enables organizations to extract valuable insights without compromising individual rights.

  • @rauhan_sheikh
    @rauhan_sheikh4 ай бұрын

    how to select a paper to implement, I mean where to start?

  • @borismeinardus

    @borismeinardus

    4 ай бұрын

    Find something that interests you. There are many different domains to explore (in the pinned comment you can get my free little cheatsheet on different domains). Once you found an interesting domain or problem, simply start googling that concept and add „papers“ :) I think thinks a very good way to start.

  • @slodoco
    @slodoco3 ай бұрын

    When you say paper, you should say "research paper." Good video.

  • @borismeinardus

    @borismeinardus

    3 ай бұрын

    yeah, might be a good idea. Thanks!

  • @adityapawar1337
    @adityapawar13373 ай бұрын

    Oh damn, you know how to make content!

  • @borismeinardus

    @borismeinardus

    3 ай бұрын

    Thank you 🤩 Always trying to improve :)

  • @shobhitagnihotri416
    @shobhitagnihotri4164 ай бұрын

    Hi Booris , I have recently, got an internship in field of machine learning San LLM intern . I am making models with help of langchain and hugging face open ai , google , lama 2 . I am 1st year of my graduation . How should I create more project in field of LLM like fine tune with pretrained data . And yes I have recreates project video lama 2 . It was not very good but t helped me to get an internship . Looking for more opportunities in this field .

  • @borismeinardus

    @borismeinardus

    4 ай бұрын

    Sounds great! I honestly think you are doing well and if you continue doing what you are doing you will definitely get somewhere :) But to perhaps give you an a bit more satisfying answer, I think you should try to extend what you have already done. Make the video llama work better, cleaner, and write a little technical report/ blog post about it. You can also look into contributing that work to Hugging Face, or contribute otherwise. I think if you have one more great project, you need to focus on packaging it properly. I hope this somewhat helps :)

  • @jatingera924

    @jatingera924

    3 ай бұрын

    Bro can you drop your linkedin so we can connect??

  • @MrReedMiester
    @MrReedMiester4 ай бұрын

    Are you able to explain why this is a good approach? This seems a bit un-original to me, and if authors also released code then I don't think you could impress many people by doing a re-implementation.

  • @borismeinardus

    @borismeinardus

    4 ай бұрын

    There are multiple points: - It is a challenging project and you demonstrate almost all relevant skills of working on a ML project - It shows the employer that you have some expertise working on a project that can be directly applied to their work (depending on der overlap between your paper and the company you are applying for) - Especially for research, recreating results from other baselines is a fundamental part of your final work (comparing performance of different ideas/ approaches) - even if there already is a public repository with the implementation, if you work on your own (ideally without looking at their code) you still go through the process of understanding and developing. When in an interview, you can then really discuss the process, your experiments, and results. That is what the company is looking for. - This work builds the foundation on which you can theoretically build upon. You can then try to do further experiments and see if newer techniques improve the performance. That is then even more next level and you can say you didn‘t just recreate the results but even improved them I hope this somewhat helps and grounds my reasoning that this project is arguably the best one you can work on (on your own, not taking actual crazy work experience into consideration)

  • @user-qh6wv8kf5z
    @user-qh6wv8kf5z3 ай бұрын

    How much maths is required for Machine Learning?

  • @borismeinardus

    @borismeinardus

    3 ай бұрын

    Depends on the final role you are applying for. But in general, you do need a good understanding of linear algebra, statistics, and a bit of calculus. In practise, you will likely not need much, but to learn everything, you need to have that understanding and ideally enjoy studying the math part.

  • @Smoshfaaaaaaaaaaan
    @Smoshfaaaaaaaaaaan4 ай бұрын

    Ab etwa 4:04 überlappen sich glaube ich zwei Hintergrund Soundtracks

  • @borismeinardus

    @borismeinardus

    4 ай бұрын

    Hmm, ich verstehe was du meinst, vllt nächstes mal lieber mehr Gedanken machen über die Songauswahl haha

  • @VolodymyrInTech
    @VolodymyrInTech4 ай бұрын

    👍👋

  • @borismeinardus

    @borismeinardus

    4 ай бұрын

    🫡☺️

  • @manwithnocode
    @manwithnocode3 ай бұрын

    Did you have a mathematics/statistics/physics degree? On ML positions they put it a the first essential requirement, not a project.

  • @borismeinardus

    @borismeinardus

    3 ай бұрын

    I am pursuing a masters in CS :)

  • @manwithnocode

    @manwithnocode

    3 ай бұрын

    @@borismeinardus yes, I saw and followed you on LinkedIn :)

  • @RK-xe3tw
    @RK-xe3tw3 ай бұрын

    Actually useless but nice work and great skills. There are already way better ways to take notes that are quicker and more active.

  • @vacsa
    @vacsa3 ай бұрын

    why I understand almost everything when listen a not native English speaker )

  • @borismeinardus

    @borismeinardus

    3 ай бұрын

    haha thank you I guess growing up watching movies and shows in english helped and reading books in english, reading ML papers in english, and speaking a lot of english with colleagues also helps haha ☺️💛

  • @BlitzDjingga
    @BlitzDjingga3 ай бұрын

    is it just me or dude really did not touch any project(s) that will actually give us advantage ?

  • @itsmegaurav171
    @itsmegaurav1714 ай бұрын

    Bro improve your voice quality and increase your sound

  • @borismeinardus

    @borismeinardus

    4 ай бұрын

    🫡

  • @kolyakravchenko7086

    @kolyakravchenko7086

    4 ай бұрын

    @@borismeinardusdon’t listen to him, he’s trippin

  • @christianherrera5620

    @christianherrera5620

    4 ай бұрын

    ​@@borismeinardus you're doing it awesome

  • @williambonvini5806

    @williambonvini5806

    4 ай бұрын

    Hum don’t agree, I like both sound and voice!

  • @haoxu9415

    @haoxu9415

    4 ай бұрын

    ​@@kolyakravchenko7086what? Why are you saying that. He is delivering a constructive criticism about the sound quality, which I agree with because the sound is quite low. Furthermore, it helps to develop the quality of the content.

  • @mikerico6175
    @mikerico61752 ай бұрын

    STOP THE BS AND LIES

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