How to Frame a Machine Learning Problem | How to plan a Data Science Project Effectively

Choosing a machine learning method to implement data is not the easiest of processes. It is essential to first understand the precise business problem and its objectives. For instance, understanding what needs to be predicted and understanding potential outcomes is critical.
One also needs to know what data should be used to train a model, among other factors. Such considerations help with the framing of a machine learning problem. In this article, we will look at how to frame a machine learning problem correctly.
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⌚Time Stamps⌚
00:00 - Introduction to framing the problem
2:24 - Case study example of Netflix for churn rate
6:23 - Business problem to ML problem
7:08 - Types of problem
12:24 - Current solution
13:33 - Getting data
15:09 - Metrics to measure
17:15 - Online Vs Batch?
19:15 - Check Assumptions
✨ Hashtags✨
#100DaysOfMachineLearning #MachineLearningFullCourse #MachineLearningInHindi

Пікірлер: 72

  • @saumyashah6622
    @saumyashah66223 жыл бұрын

    The thing which you mentioned today as a netflix case study, I figured out the same thing with udemy last month. I am an avid learner from udemy. But they stopped giving me discounts, so i tried to trick the algorithm by keeping courses in the cart and then not buying them for long time, also instantly refunding 4-5 courses. So the algorithm worked as you described and now I am getting full fledged discounts.

  • @khemrajpatil5683

    @khemrajpatil5683

    2 жыл бұрын

    That's the cool move!😃

  • @ipranavprashant

    @ipranavprashant

    Ай бұрын

    Woah that's interesting😂🎉

  • @msgupta07
    @msgupta072 жыл бұрын

    00:00 Introduction to framing the problem 2:24 Case study example of Netflix for churn rate 6:23 Step 1: Business problem to ML problem 7:08 Step 2: Types of problem 12:24 Step 3: Current solution 13:33 Step 4: Getting data 15:09 Step 5: Matrics to measure 17:15 Step 6: Online Vs Batch? 19:15 Step7: check assumptions

  • @iam_shiv07
    @iam_shiv0710 ай бұрын

    This video is really very important, because most of us, while doing project have mentality like "start krte h aage jo probelms aayengi solution dhoondh lenge" but no, we have to frame a path, As a Lead Data scientist we have to figure out everything.

  • @balakrishnanr648
    @balakrishnanr6482 жыл бұрын

    I am really grateful that with ML, you are also sharing good practices + Experience which is not that easily available. Really telling, this is a fantastic content, other click baiters cant give the knowledge that he is giving.

  • @GamerBoy-ii4jc
    @GamerBoy-ii4jc2 жыл бұрын

    Sir you are greate sir ever on utube .May Allah(God) give you the reward of your effort.

  • @shwetan1250
    @shwetan1250 Жыл бұрын

    Those , who wants to learn data science but not able to motivated ourselves so watch this addicted playlist . i am gaining so much knowledge , learning so many concepts . very nice playlist . Thank you so much sir for this interesting playlist.

  • @akshaysarbhukan6701
    @akshaysarbhukan67012 жыл бұрын

    One of the best data science videos I've come across. Thank you so much for this.

  • @rimadutta5144
    @rimadutta5144 Жыл бұрын

    thank you sooo much for creating this amazing playlist again. you are awesome. one of the best educator on KZread.

  • @shivamkumar-ly4jk
    @shivamkumar-ly4jkАй бұрын

    sir you are going to be the next physics wallah.😇 very well explained everything

  • @arun5351
    @arun53513 жыл бұрын

    Great insights mate and awesome playlist. Keep up the good work👍👍

  • @shreyanshgaurkar9107
    @shreyanshgaurkar910711 ай бұрын

    i really found an amazing tutor for data scientist really great sir , i feel lucky that i watching your videos it helps me alot for gaining such imp knowledge , such a great tutor

  • @akash.deblanq
    @akash.deblanq3 жыл бұрын

    These type of intuitive approach videos are so important and you did an amazing job. Thank you for the video.

  • @TheboredConsultant
    @TheboredConsultant2 жыл бұрын

    This is really helpful. This is the exact structure I was looking for so I can structure my thoughts. Thanks you :)

  • @talhanadeem7957
    @talhanadeem7957 Жыл бұрын

    Thanks for sharing your knowledge in the most understanding way!!!

  • @grithijain132
    @grithijain1329 ай бұрын

    Thank you campus x for your support and dedication

  • @siyays1868
    @siyays1868 Жыл бұрын

    Wondefully explained! Wonderful video as always. Thanku so much sir. Very greatful to u & ur channel & always will be. I considers myself very lucky to have a great teacher & awsome mentor in the form of u. 🙏🙏

  • @paragvachhani4643
    @paragvachhani4643 Жыл бұрын

    Sir, DS ki life ki feeling dila di...aapne....thank u nitish bhru...

  • @kaustavbasu
    @kaustavbasu10 ай бұрын

    Thanks for the playlist! I'm really grateful to you for providing us such valuable lectures. :)

  • @aadilrafiq9428
    @aadilrafiq9428 Жыл бұрын

    i don't know about Netflix but your content is the one of the thing which i do not wish leave

  • @khemrajpatil5683
    @khemrajpatil56832 жыл бұрын

    Great video! I am very grateful for your all videos. Thanks much!☺

  • @shahrukhahmad4127
    @shahrukhahmad4127 Жыл бұрын

    Best best best channel I found for Machine Learning. Thank you for all your efforts sir❤️❤️❤️

  • @rajalakshmisundaram5278
    @rajalakshmisundaram52782 жыл бұрын

    Amazing content....God bless you...I'm binge watching your videos...playlist is awesome....

  • @harshitasingh902
    @harshitasingh9029 ай бұрын

    Such an amazing playlist. Made my Data Science journey so easy going. Thankyou sir

  • @memesjunction572
    @memesjunction572 Жыл бұрын

    Sir jo aap last mei motivation dete ho achha lagataa hai...

  • @pratikbhise3228
    @pratikbhise3228 Жыл бұрын

    you are just awesome. very perfect playlist Thank you So much

  • @narendraparmar1631
    @narendraparmar16317 ай бұрын

    Thanks for sharing this knowledge. Thanks sir😀

  • @Softweb-ci9bf
    @Softweb-ci9bf2 ай бұрын

    This video is best , accouding to future data science job , after a exprience you have been leadership posstion , thanks sir

  • @accurateboy
    @accurateboy Жыл бұрын

    Love u brother❤. u r awesome

  • @akritisaha25
    @akritisaha255 ай бұрын

    sir , you teach veryy well. THANK YOU SO MUCH for all your efforts!!

  • @nishantchaudhary7528
    @nishantchaudhary7528 Жыл бұрын

    I really really loved the content... superb!!

  • @naturevideos8029
    @naturevideos8029 Жыл бұрын

    thank u sir love ur every video. the way to explain everything with so much ease this is outstanding again thank u so much. xo xo xo.

  • @yashjain6372
    @yashjain6372 Жыл бұрын

    Bhai you are doing awesome work. Decided to watch complete playlist. I hope you could be active on Linkedin as well

  • @AbdullahAlMamun-jm4qm
    @AbdullahAlMamun-jm4qm2 жыл бұрын

    Seriously You are great ...

  • @JainismWithUnnati
    @JainismWithUnnati4 ай бұрын

    Best strategy to introduce topics to a newbie❤❤

  • @varunahlawat9013
    @varunahlawat9013 Жыл бұрын

    Insightful!

  • @MuhammadJunaid-yr8jd
    @MuhammadJunaid-yr8jd Жыл бұрын

    thanks a lot sir

  • @rahulnarayan6878
    @rahulnarayan687828 күн бұрын

    thank you so much sir!!

  • @manishpingale6558
    @manishpingale655824 күн бұрын

    Privileged to be getting this content for free!

  • @AltafAnsari-tf9nl
    @AltafAnsari-tf9nl Жыл бұрын

    Excellent content 👌👌👌

  • @sMKUMARSAISKLM
    @sMKUMARSAISKLM Жыл бұрын

    wow nice content sir

  • @nikhilsuryawanshi392
    @nikhilsuryawanshi3924 ай бұрын

    dekh rahe hain, pura dekh rahe hain, aur dekhenge..

  • @drsnehaljk
    @drsnehaljk4 ай бұрын

    Great content! Can't thank enough

  • @arpitajana947
    @arpitajana9472 жыл бұрын

    Thanks

  • @sinsyearcitizen3578
    @sinsyearcitizen3578 Жыл бұрын

    Watched till the end

  • @JACKSPARROW-ch7jl
    @JACKSPARROW-ch7jl Жыл бұрын

    Thanks 👌🙌😉

  • @Moosakhan622
    @Moosakhan6223 жыл бұрын

    sir we are watching the whole video but way thanks

  • @Rahul-tk7ke
    @Rahul-tk7ke8 ай бұрын

    great sir!!!

  • @dileepkr6069
    @dileepkr606926 күн бұрын

    Best explanation ❤❤❤❤❤

  • @tanmayshinde7853
    @tanmayshinde78532 жыл бұрын

    is there any need to learn c++ or java for interview in big MNCs for data scientist role.

  • @ashishagarwal-nj8ud
    @ashishagarwal-nj8udАй бұрын

    Thanks!

  • @soumyajyotirouth5134
    @soumyajyotirouth51343 ай бұрын

    great video sir😁

  • @usmandotem
    @usmandotem6 ай бұрын

    Sir I am a student in pakistan. I am studying from the top IT university in pakistan, FAST NUCES. but the content, the learning you are providing is not comparable to any KZread channel till now!! and it will never be. JUST WOW!! the concepts you have, the way how you teach is incredible (considering data science is a new field)

  • @usmandotem

    @usmandotem

    6 ай бұрын

    please let me support you. I don't want to watch this playlist for free

  • @yashjain6372
    @yashjain6372 Жыл бұрын

    good

  • @sandipansarkar9211
    @sandipansarkar9211 Жыл бұрын

    finished watching

  • @talibdaryabi9434
    @talibdaryabi9434 Жыл бұрын

    Now I understand what the big picture is and how we must see it.

  • @talibdaryabi9434

    @talibdaryabi9434

    Жыл бұрын

    I put commend to hope that KZread algorithm recommendations suggest this playlist to more people.

  • @amansingh-ih2by
    @amansingh-ih2by2 жыл бұрын

    sir recommend any book for machine learning for beginner

  • @ashishmhatre2846
    @ashishmhatre28462 жыл бұрын

    Day1 - already completed till Day 15 ! Awesome videos

  • @PankajKumar-yt5qp
    @PankajKumar-yt5qp4 ай бұрын

    can we get the slides in which you have written ?

  • @babasahebunde7425
    @babasahebunde74252 жыл бұрын

    Sir,please make video on ray.io for Machine learning pipelines

  • @krishnakanthmacherla4431
    @krishnakanthmacherla44312 жыл бұрын

    Done

  • @adarsh_kumar_sharma_8638
    @adarsh_kumar_sharma_863825 күн бұрын

    @campusx sir can you provide this files or notes

  • @joffie3653
    @joffie36533 ай бұрын

    Can you please add the English subtitles please for all these videos

  • @FocusBankExam
    @FocusBankExam9 ай бұрын

    Sir mujhe aapse pyaar ho gya hai...

  • @arman_shekh97
    @arman_shekh973 жыл бұрын

    Sir code machine learning expert ko jada Karna padta hai ya programmer ko plz tell me sir

  • @campusx-official

    @campusx-official

    3 жыл бұрын

    Amount of code to programmers ko hi jyada likhna padta hai

  • @MRAgundli
    @MRAgundli4 ай бұрын

    done

  • @namduong6028
    @namduong60282 жыл бұрын

    Please eng-sub

  • @d1pranjal
    @d1pranjal2 жыл бұрын

    If Netflix saw this video earlier....they'd have avoided their subscriber loss 🤣🤣