Project 1: End To End Python ML Project (Complete)| Machine Learning Tutorials Using Python In Hindi

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This machine learning project using python in Hindi is created to give you a complete understanding on how machine learning problems are tackled in real world scenarios. Download the Jupyter notebook, data and code from links below.
We will understand the problem of a real estate company from its CEO and then apply ML to solve it. I have tried to make this video interactive and interesting by adding cartoon characters/animations. In this project I will be walking you through analyzing the problem from collecting data, importing it to a Jupyter notebook, looking for promising attributes, finding out correlations, plotting graphs, creating a pipeline, dealing with missing values and much more. At the end we present the problem to the real estates company who will use the model for predicting house prices given a set of features. I will teach you how concepts like cross validation, train-test splitting, stratified shuffle split, cross validation and sampling work in action. Indeed a very long video but packed with my years of learning!
►Source Code, Data & Jupyter Notebook: codewithharry.com/videos/ml-tu...
►This video is a part of my Machine Learning Using Python Playlist- • Machine Learning Tutor...
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Опубликовано:

12 авг 2019

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Комментарии : 2,5 тыс.

@CodeWithHarry 5 лет назад

I hope you will learn a lot after watching this project and this video will be worth the efforts. Is project video ke baad kis tarah ka Machine learning project chahiye? Also I will be uploading short & quick ML videos on my english channel ProgrammingWithHarry - ru-vid.com/show-UC7btqG2Ww0_2LwuQxpvo2HQ Hit the bell icon there to get notified!

@shubhamkumarthakur6818 5 лет назад

Sir your videos are really very helpful. Please make a video on how to use machine learning in apps

@prahladkumar2186 5 лет назад

Bro i am also a ML student. You are the best bro. Can you plz tell us from where you learn all these thing. And also are you still student ??

@techsmartindia5817 5 лет назад

Create a project regarding Stock market nse

@0adarsh101 5 лет назад

Yes bro aur projects chahiye Thankyou

@anishjain8096 5 лет назад

Project on finance

@toonani7529 3 года назад

TimeStamp⌚ 0:00:00 Intro 0:02:44 Problem Explanation 0:15:39 Setting up before coding (install Jupyter Notebook, VS Code, Python) 0:19:50 Updating installed modules 0:25:17 Opening Jupyter Notebook 0:29:32 Starts Coding (Markdown in JN) 0:30:55 Downloading Dataset 0:31:55 Opening & Reading Dataset 0:38:37 Starts Coding (import pandas) 0:38:52 Analysing Dataset 0:45:12 Describe() function 0:48:56 Plotting Graphs (import matplotlib) 0:52:53 Explainsion of Train-Test Spliting Dataset 0:56:04 Train-Test Spliting (using function) 1:03:44 Train-Test Spliting (using Scikit learn) 1:07:55 Stratified Shuffing Split 1:18:40 Corelation Function 1:23:06 Plotting graph (using Pandas) 1:31:26 Trying out Attribute Combinations 1:36:20 Missing Values 1:46:46 Imputer 1:56:31 Scikit Learn Theory 2:03:30 Pipeline 2:16:55 Selecting a ML model for prediction 2:27:48 Evaluating Model 2:34:25 Better evaluation - Cross Validation 2:48:10 Saving Model (using joblib) 2:50:14 Testing Model on Test set 2:57:59 Using ML Model 3:04:11 Outro

@toonani7529 3 года назад

This comment is very useful 👍

@adityabothe1395 3 года назад

@@toonani7529 Thank you so much bhai❤️ may god bless you🙏🏼

@shubhampawade2933 3 года назад

Saved my 40 minutes. Thanks man.

@sahidmallick6742 3 года назад

great bhai

@surajrao4792 2 года назад

bro you might have spent a lot of time on this but you have also saved a lot of our time, thank you

@jaikrishnapandey632 3 года назад

These things are tough to find for free..You really deserve applaud...I have seen paid stuffs but they have also not explained as you are doing ....Keep it up ...We need legends like you...From my experience till now, I can keep you in top 3 in the world for teaching programming on youtube

@PyaariPari111 2 года назад

do you have that jupyter notebook with the followed dataset?

@anisha_554 2 года назад

@@nikitajakhar4491 it is linear regression since logistic regression involves regression + classification that is the result of the prediction will be one of the provided labels itself whereas simple regression model simply predicts a numeric value which can be any value like here from the given features we have to predict the price of the house

@jamaludeenjamaludeen5403 2 года назад

@@nikitajakhar4491 it's linear regression...in logistical regression it just says yes or no, above or below,1 or 0, high or low....

@siddhantkaushik4606 3 года назад

I never watched such a great video in my entire life. It comprises everything from a to z. (for a beginner ) Amazing job Harry. Really appreciated.

@Shubh_Rajput7 4 года назад

I did many online courses for ML but the way u explained things and covered each topic from the core is just brilliant. For the first time I never had doubts or cross questions because you covered everything from scratch. I must say u r the best in this business. 👍🏻👍🏻

@ankitkumargupta9753 4 года назад

Amazing so many things just in one video...keep making such videos on different datasets it will be really helpful for freshers like us who are expecting a future in data science. Good work keep it up and all the best!!

@gameversehub_official 4 месяца назад

Harry bhai you are best teacher for the programming. Maine apse bhot sare languages sikhe hain. Ab dusre RU-vid channels sikhne man hi nahi hota❤❤

@ImtiazKkan 10 месяцев назад

Learnt more from your web sites than from any others. Very relaxed and easy to understand. Requst more such case studies like this one. Wish you the best. Imtiaz Khan, San Diego, CA

@-birigamingcallofduty2219 4 года назад

Thank you very much, sir, for this very useful project on ML for learning purpose. whatever videos I have seen until now is mainly based on ML theory but honestly speaking from your video I have just learned how can I use the ML in practical purpose. Thank you very much once again. And I heartily requesting you for more videos on this type of simple and interesting ML project.

@gauravagarwal750 3 года назад

Your stories are so funny and cute. You bring smile to my face whenever I listen to your sessions.

@6ameyashelar9g76 3 года назад

this is the very first tutorial where everything is explained from practical point of view,i have found so far.your teaching style is amazing sir.hatsoff to your efforts,that too done for freeee.pure awesome.

@Mr_ST_720 20 дней назад

I had also this plan.

@manthanpatel3901 Год назад

Hello, Harry Sir. I would like to say thank you from all cores of my heart for explaining programming so nicely, and in a very simple way. The way you explain, it is extremely easy to understand, and build the logic behind it. Once again thank you so much.

@zeeshantaj55 5 лет назад

Excellent job br! You deserve a million subs for this tremendous hardwork.

@booklibary1394 4 года назад

you are best teacher so please make more project video in 2020

@kshitizagarwal8389 3 года назад

@hargunbeersingh8918 3 года назад

hogye bruh

@Raj-sz9pg 3 года назад

1.1M now

@khemrajdhruw70 2 года назад

aapki dua kam kr gayi aaj 2M subscribers he🎊🎉🎉🎊

@arunima29 3 года назад

This is great! Very helpful video. Thank you! Please make more such end-to-end project videos with more advanced concepts like gridsearch, creating dummy variable etc.

@chichagg 15 дней назад

started working on this project out of curiosity(using this video) 3 years ago but left incomplete, but now i need it, i want to complete it(starting from the start), i bet i will do it by tomorrow, i'll update to myself tomorrow below⬇ edit : done finally

@Studywithme-zu8nb 2 года назад

Please keep on doing this, I tried learning ML for weeks, but only after I found your channel I was able to

@yamansahu9665 5 лет назад

I learn python from your python for absolute beginners.... It's the best tutorial in the RU-vid to learn python.. Thankyou so much Harry Bhai...🤗🤗

@vipinyadav8677 4 года назад

Right bhai

@kappalandi3235 4 года назад

THIS IS THE MOST GENUINE AND EASY ML TUTORIAL IVE EVER SEEN. LOVE♥

@nishigandhaharpale8907 3 года назад

Thank you so much for the video! Watched it 3 hrs strainght..in one go. Really very much helpful. Superbly explained. Thanks once again

@Ashishkumar-rb5wj 3 года назад

18:50 for downloading visual code 20:05 update pip 21:50 if problem occur while upgrading pip 23:18 package needed

@aryannijhawan8448 3 года назад

the video tutorial is the exact description of handsonml book chapter 2 onwards . Cleared a lot of concepts and provided clarity. great work harry bhai!

@mihirnatani4479 3 года назад

The o reilly one ?

@mohitpoudel4022 3 года назад

@@mihirnatani4479 yes!

@HemantSingh-oo6zc 4 года назад

Harry sir this was amazing. this was surely the best video on machine learning by anyone.I am a class 8 student and I just loved your machine learning playlist and this amazing . after doing this I feel very happy and confident.thank you sir

@HemantSingh-oo6zc 4 года назад

Sir I want to explain to you about my problems . how can I do it

@kaushikmahanta6463 11 месяцев назад

Have you got the source code??

@GautamKumar-dz1dp 3 года назад

Bro 2-3 more videos like this, I will pay the applaud, I promise.

@ytg6663 3 года назад

Why

@GautamKumar-dz1dp 3 года назад

@@ytg6663 because he is explaining things really well, till the advance level

@ytg6663 3 года назад

@@GautamKumar-dz1dp so did you get job in machine learning ?

@GautamKumar-dz1dp 3 года назад

@@ytg6663 no I am in 3rd year of my B Tech course and I am sure I am going in ML feild.

@ytg6663 3 года назад

@@GautamKumar-dz1dp which College you doing btech

@zohaibayubi Год назад

Salaam Ustad! Zohaib Ayubi From Karachi, Pakistan. And learned python from you as well and now its time to learn machine learning. Thank You

@taukirkhan3417 4 года назад

Hi, Harry I really enjoyed this video, it would be more helpful if you make ML project which contains at least 2-3 categorical data Please also build NLP project. Your teaching style is so easy and interesting. Thanks a lot.

@technicalilm8999 5 лет назад

Very practical video, Streamlined all the concepts in one video, not an easy task but you did it very well. Loved your "desi bhasha".

@technovations6907 Год назад

Dear Harry, My name is Mathew and I am from Kerala. Your tutorials are excellent and I had learned HTML and CSS from you..... Keep going....

@cold_aim 3 года назад

Best machine learning tutorial ever for starting :) loved it!!

@sarfrajahmed7607 5 лет назад

We need more videos on ML and DL.. Plz make the videos on this..

@tatvajoshi2515 4 года назад

Name:Tatva Location: Ahmedabad Harry sir ,it was excellent work and clear all doubts regarding this and also prepared me for ML project so now I have gotten confidence to try one project by myself without much worry,thanks a lot for that ,really appreciate your work

@themahimachoudhary 2 года назад

Thank you so much Harry! You dont know how many people you are helping out here.

@shivamthemas 10 месяцев назад

Harry Sir! Aapka prayaas hamaare liye vardaan ki tarah hai...You're doing great work...keep it up.

@bholo14 4 года назад

Hello Harry: Thank you very much for the excellent explanation in simple language! I enjoyed your video and followed all the steps while learning from it.

@muhammadhamza7114 5 лет назад

Thank You for the content. I just wanted to ask if you would produce a series in which you will make a full blown django project from design to deployment(not a beginner course), this would be very helpful for understanding the full flow of working with django.

@revantpandey8893 5 месяцев назад

I don't usually comment on a video but had to on this one. JUST AMAZING! I have seen too many videos trying to learn AI and Harry bhai's playlist has got me all covered. I didn't have this much clarity about AI before. You did a hugely commendable job. Please keep it up! Earned a sub!

@adityadwivedi9159 2 года назад

Bro I was having trouble in understanding the chapter 2 from Hands on Machine Learning with Scikit learn and TensorFlow but you explained every topic clearly Thanks you a lot

@AbdulKadir-bh3el 4 года назад

It's helping me a lot for my ML projects,just an overview that's all. Glad to see you.

@Aysh_Sach_16-2 3 года назад

bhai ise final year project me kaise banayye.? please reply

@unknownman1 3 года назад

@@Aysh_Sach_16-2 mai bhi final year mei issi project ko bna rha hoo, lol

@techspoc7442 4 года назад

This is a great end to end project for the beginners. Thanks for your explanation. Could you please make one video on deployment of ML models using flask????

@09.arkodevmukherjee24 3 года назад

Harry bhai I have made my first machine learning model after watching this video with a different dataset thanks sir.What I have made is classification problem next I will make on regression. Again thanks bhai. If you were not there then at my age I even would not be able to think so. Thanks you million

@sahiltomar5767 3 года назад

why can I like this just one time? Great work bhaiyya.

@aakashverma4550 4 года назад

Hi Harry, I was a great experience going through this video , Can you share the same end to end video for classification and clustering problem. That would be really helpful and appreciated :)

@thebestofbest2626 2 года назад

sir if u r able to download the code please send me

@codewithom11 Год назад

Hello sir, I'm Omkar Mundlik from Latur Maharashtra. I learnt complete android studio from your one shot video , Now focusing on learning ML. Your are best teacher I've ever seen sir. Thanks for providing such valuable content free of cost🥰

@rachnadewangan3864 Год назад

Hi..Im not getting the datasets from website ...it showing not found..can u plz share me the link to access it

@tejaswinigurram9527 2 года назад

Your content is so organised and beginner friendly. Thankyou!

@amit1776 3 года назад

Superb video sir... especially the story u created tells us how ml is being used in real life and brings revolutionary changes.

@anujgupta1959 Год назад

I have been watching the entire series from last one week and could have not got better idea of ML without watching this series. Huge respect to your effort, dedication and can imagine how much effort gone behind this. Thanks so much for making learning so easy rather should say fun :)

@rachnadewangan3864 Год назад

how did u get the data from website ..I am unable to find it ..can u help me

@PriyanshuKumar-io4cs 2 года назад

2:57:25 I was already doing this in visual studio code..and it took 6 hours In total to learn this project..thank you Harry brother❤️

@AbhishekJain-ke3lr 2 года назад

can you please provide your vs code python notebook for reference

@nikitajakhar4491 2 года назад

@Priyanshu Kumar can you tell if he has used linear regression or logistic regression ??

@deepakmittal2472 Год назад

@@nikitajakhar4491 linear

@prabhudhang7503 Год назад

Hey please provide the datasets link used by harry bhaiya in this video

@garvitgupta8485 7 месяцев назад

Thank You so much bhai , hamesha ki tarah aapne saare topics clear kr diye or proper practical explanation de kr ssare doubts clear kr diye , thank you bhaiya again and keep it up , just love your work

@ajitesh222 3 года назад

Thank you so much for such a great videos. I m working on SAS but your videos encourage me to learn Python and this is very helpful. Plz share predictive Analysis project on Credit Card Fraud.

@palvinderbhatia3941 2 года назад

Hi Harry This is the most awesome video related to Data Science I have ever seen. You covered everything and explained so clearly. Hats off to you !!🙌🏻 One suggestion so that your video can reach easily to beginners like me. Please add useful hashtags (like datascience etc etc) in the video description. And can you please also cover AB testing, Bayesian Optimization in your video. Thank you, Thanks alot for such wonderful videos.

@vaibhavghildiyal5935 4 года назад

Name: Vaibhav Location: Delhi You explained literally everything amazingly well. I hope to see more videos on XG Boost, CATBoost and ADABoost

@vaibhavghildiyal5935 3 года назад

@@keerthikonduru3917 yes!

@dhirajganeshkar9403 2 года назад

That last phone call though 😂🤩🙌🏼 finally felt like that character harry has achieved something🙌🏼❤️.

@rehbarhasan8565 Год назад

I Rehbar Hasan I'm a Ph.D. Student in Taiwan it's nice to see your videos they are really helping and your way of Delivering is awesome. Thank you Harry for such nice and informative stuff.

@muhammadhasnainjaved6401 3 года назад

Thanks Harry bhai, love and respect from Pakistan

@PriyankaPatel-gx3pj 3 года назад

You never disappoint us

@rajboda6641 11 месяцев назад

End to End pura din nikal ke dekha ,thank you for the knowledge and guidance

@sudhirkumargupta9294 3 года назад

I am Sudhir form Gorakhpur. I am highly obliged to you for giving us such type of good materials. Thanks a lot...

@meetshah7989 4 года назад

Please make a video like this with hyper parameters tuning of different algorithms!!

@PushpalRoy 5 лет назад

Name : Pushpal Roy From Tarakeswar Kolkata I want To Become Freelancer In Python and want To make money for my own family and my education 😊 thank you sir 🙏🏻

@ancientworldmysteries 4 года назад

Bhai freelance ka project Kahan sai milta hai?

@manasdubey3081 3 года назад

@@ancientworldmysteries fiverr up works etc. Par

@klawpaw1964 3 года назад

@@ancientworldmysteries bhii ye kisi group mai join hoga jo phle se hi freelancer pr work ker rhe hoge

@karanbais1843 2 года назад

this was a massive effort on your side and it has produced an amazing product.

@afjalahamad2465 Год назад

your videos are great, even I'm going through some purchased courses also , but as you explain that's a great way, please create one more video on end to end product, Thanks

@noorsabarinaahmad Год назад

Hi Harry, thank you for the tutorial. Would you mind sharing again the link to the source file you're using in this tutorial? I would love to try it on my own. Thanks.

@OPGAMER. 4 года назад

HEY Harry! This is Shubham Verma from Uttar Pradesh, India, Age-15 Years.

@flyhighwithyourself 3 года назад

hello harry sir my name is yogesh kumar and I basically from Lucknow sir m aap ke video se mne bhut kuch shikha h aap ka jaisa sikhate mai bhut jaldy se sikh jata hu Thank you

@217_rohitbhattacharjee2 3 года назад

Thank you sir for this amazing content. I am Rohit from KOLKATA . u r really my inspiration. love you 3000:)

@pritamdash9916 3 года назад

Kindly help me with a doubt I got. Amazing video. Thank You Harry! So, towards the ending when you were describing about cross validation technique, you said "In cost function- the lower the better and for cross validation we find the utility and we need to maximize the utility i.e The MORE THE BETTER. So by utility did you mean "Score"? Because The Decision Tree Regressor gives the score as ( [ 3.89, 5.39,...4.11]) and The Random Forest Regressor gives us the core as ( [ 3.75, 5.71 , 5.02....3.77]). Clearly here the score of Decision Tree Regressor is more so why didn't you consider Decision Tree Regressor as the model. Kindly help me clear my doubt. Hope you'll read this comment and elaborate. Thank you.

@krishgautam8557 Год назад

time stamp?

@sumitlakhera766 3 года назад

That moment : 02:46:23 . Happiness came from inside.

@1tiwariadarsh 2 года назад

Thank You Harry!! Today I made my first ML model & I'm Very Happy.

@hinaanser4699 2 года назад

My name is Hina Anser and I am from Norway. Thank you so much , Harry, for putting such a tremendous effort for all of us!!

@dianasatapathy594 4 года назад

Dyna Satapathy from Bhubaneswar. Great job sir :)

@Meme_City001 Год назад

sir Source Code, Data & Jupyter Notebook is not available ...

@clashingtv2527 Год назад

Finnally ended this project bohot jayada meterials he iss video me so grasp karneme time lagega And ha bich me kuch samajh nahi ayga kuki wo appan log nahi jante what is happening but as video is going on things becomes clear to and u will understand what's happening and why.... Bas hausla nahi chorna he bich me because mujhe vi laga ki ye sub mujhse nahi hoga but eventually it's clear Harry bhai ka sikhane ka tarika op he ❤️❤️❤️❤️❤️❤️❤️

@MuhammadHarisBinKhalid 10 месяцев назад

Hello Harry, this is Haris Khalid from Karachi, Pakistan. Just wanted to say thanks for such a beneficial video. May God bless you with Health and wealth.

@SandeepSingh-nj5zv 5 лет назад

name: sandeep singh location: gwalior mp

@fakework4519 Год назад

Harry bhai data file is missing from your website

@SANJAYGUPTA-gt5hm Месяц назад

Sir you are great. your teaching style is amazing, Hands up sir.

@KaleemUllah-qi7hf Год назад

I have no words to appreciate you, A wonderful lecture and very well explained. Harry the GOAT ❤❤❤❤

@ClickyKitsune 4 года назад

Name: bilal Location: Singapore Company: Dragon Real Estate

@humzaamjad1358 Год назад

Hi Harry, the tutorial is extremely helpful for learning ML Basics. But I couldn't find the data source and jupyter notebook etc on the link you provided. Will you share the materials, data source and note for this tutorial? Many thanks.

@saiyamkaul8565 Год назад

@@yasaswininanda7719 did you find the dataset?

@kaushikmahanta6463 11 месяцев назад

Hv you got??

@alimir791 2 года назад

You doing good man. All the best , enjoying watching your work and efforts.

@sweetyhissariya9463 3 года назад

Thank u harry bhai, you made topic very easy and because of you I cleared my exam

@ashwithullal 5 лет назад

Name Ashwith Place Bangalore/Mangalore Want to apply ML models in Animation industry.

@varungm7172 2 года назад

Harry, I started learning ML only a week back. I hope I'll not disappoint you. I'll continue to learn and update you here after a year :) (Also I'm sending you my "thank$", that's the least I could do.)

@groversameer11 3 года назад

amazing effort mate... it's not easy to record a video of 3 plus hours.. thank you

@sandeepsamal2067 Год назад

The source code is not available. It is showing 404 error

@royalhudugi5723 7 месяцев назад

Yes it's not available what to do now

@amanullahkhan929 2 года назад

Unable to download solution code please update the link

@dipakapate Год назад

Myself Dipak Apate. I watch your videos. And all videos are excellent. I want to learn more on Machine learning using Python

@shivamlanke7240 3 года назад

Hi Harry I started learning DS and ML now really good teaching skills one request can you please make video for implementation deployment of this model I watched full video really good