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

Рет қаралды 62,839

3 жыл бұрын

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 3 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 Жыл бұрын

That's the cool move!😃

@ipranavprashant Ай бұрын

Woah that's interesting😂🎉

@manishpingale6558 15 сағат бұрын

Privileged to be getting this content for free!

@iam_shiv07 9 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.

@msgupta07 2 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

@GamerBoy-ii4jc 2 жыл бұрын

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

@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.

@shivamkumar-ly4jk 25 күн бұрын

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

@akshaysarbhukan6701 2 жыл бұрын

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

@rimadutta5144 Жыл бұрын

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

@balakrishnanr648 2 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.

@Softweb-ci9bf Ай бұрын

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

@arun5351 3 жыл бұрын

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

@talhanadeem7957 11 ай бұрын

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

@aadilrafiq9428 Жыл бұрын

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

@akash.deblanq 3 жыл бұрын

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

@TheboredConsultant Жыл бұрын

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

@grithijain132 8 ай бұрын

Thank you campus x for your support and dedication

@shreyanshgaurkar9107 11 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

@rajalakshmisundaram5278 2 жыл бұрын

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

@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. 🙏🙏

@khemrajpatil5683 Жыл бұрын

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

@kaustavbasu 9 ай бұрын

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

@shahrukhahmad4127 Жыл бұрын

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

@paragvachhani4643 Жыл бұрын

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

@pratikbhise3228 Жыл бұрын

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

@harshitasingh902 8 ай бұрын

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

@akritisaha25 4 ай бұрын

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

@JainismWithUnnati 3 ай бұрын

Best strategy to introduce topics to a newbie❤❤

@narendraparmar1631 6 ай бұрын

Thanks for sharing this knowledge. Thanks sir😀

@memesjunction572 Жыл бұрын

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

@AbdullahAlMamun-jm4qm 2 жыл бұрын

Seriously You are great ...

@Dripgoku591 Жыл бұрын

Love u brother❤. u r awesome

@nishantchaudhary7528 Жыл бұрын

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

@dileepkr6069 Күн бұрын

Best explanation ❤❤❤❤❤

@drsnehaljk 3 ай бұрын

Great content! Can't thank enough

@rahulnarayan6878 4 күн бұрын

thank you so much sir!!

@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 Жыл бұрын

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

@ashishagarwal-nj8ud Ай бұрын

Thanks!

@arpitajana947 2 жыл бұрын

Thanks

@MuhammadJunaid-yr8jd Жыл бұрын

thanks a lot sir

@varunahlawat9013 Жыл бұрын

Insightful!

@JACKSPARROW-ch7jl Жыл бұрын

Thanks 👌🙌😉

@Rahul-tk7ke 8 ай бұрын

great sir!!!

@soumyajyotirouth5134 2 ай бұрын

great video sir😁

@sinsyearcitizen3578 Жыл бұрын

Watched till the end

@sMKUMARSAISKLM Жыл бұрын

wow nice content sir

@AltafAnsari-tf9nl Жыл бұрын

Excellent content 👌👌👌

@tanmayshinde7853 2 жыл бұрын

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

@Moosakhan622 3 жыл бұрын

sir we are watching the whole video but way thanks

@nikhilsuryawanshi392 4 ай бұрын

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

@amansingh-ih2by Жыл бұрын

sir recommend any book for machine learning for beginner

@sandipansarkar9211 Жыл бұрын

finished watching

@talibdaryabi9434 Жыл бұрын

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

@talibdaryabi9434 Жыл бұрын

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

@usmandotem 5 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 KZfaq 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 5 ай бұрын

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

@yashjain6372 Жыл бұрын

good