Machine Learning & Data Science Project - 1 : Introduction (Real Estate Price Prediction Project)

This data science project series walks through step by step process of how to build a real estate price prediction website. We will first build a model using sklearn and linear regression using banglore home prices dataset from kaggle.com. Second step would be to write a python flask server that uses the saved model to serve http requests. Third component is the website built in html, css and javascript that allows user to enter home square ft area, bedrooms etc and it will call python flask server to retrieve the predicted price. During model building we will cover almost all data science concepts such as data load and cleaning, outlier detection and removal, feature engineering, dimensionality reduction, gridsearchcv for hyperparameter tunning, k fold cross validation etc. Technology and tools wise this project covers,
1) Python
2) Numpy and Pandas for data cleaning
3) Matplotlib for data visualization
4) Sklearn for model building
5) Jupyter notebook, visual studio code and pycharm as IDE
6) Python flask for http server
7) HTML/CSS/Javascript for UI
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[@stellas4782]

Thank you so much Sir! I followed your channel and have learned so much! Very appreciate your effort to have made so many awesome videos! You are such a talented instructor! Best wishes to you and look forward to seeing more great videos coming!🙏🙏🙏😊🌷🌷🌷

[@codebasics]

Complete machine learning tutorial playlist: kzbin.info/www/bejne/nZ7Zp5Sll9Jqm7M

[@gbagba81]

so this is when health started to get better. thanks so much for so much help, it really changed my life. I can't find any other content that helps my this much, thak you

[@avdhutshinde6572]

Thank you sir for this beautiful project I have done my final year major project by seeing your videos in data science thank you once again

[@tanishaagarwal4615]

can u share ur project with me ???

[@sirajjoy]

Before i completed ur sales insights project. That helped me to pass my a course in Masters. Now I am practicing ur this course for another data analysis course. Hope u will continue this type of project contents.

[@alinethani2236]

Honestly u might be one of the mode helpful playlist Ive ever found on KZbin, (and I mean in like alll categories)

[@faizkhan2861]

Just completed this, Thank you sir, it helped me alot, your explanation are the best on entire YT when it comes to ML, love you sir!

[@piyushrchauhan6858]

Thankyou so so much sir... For your guidence and well made projects... Because of which I got a job offer from Capgemini at Senior Analyst position..

[@tomsebastian9743]

I have gone through many of your videos. Really I appreciate your effort. Many videos in my mother tongue which I don't understand. But you nail it bro..

[@ΣαμαράςΔημήτρης-β6β]

I watch your videos carefully, i enjoy them very much and so i want to thank you for your work in your channel. I really appreciate it! You are doing a magnificent work as a teacher and the information, the knowledge you share is huge!! wish you all the best form greece ;)

[@flamboyantperson5936]

This is extremely useful for all the data science aspirants. You are doing great work for your subscribers.

[@codebasics]

I appreciate you leaving a comment of appreciation

[@mariav1234]

Thank you for this series. You are doing a great job.

[@ameerhamza-zr5oc]

bro i need your help

[@mjshaheed]

Thank you so much, Sir! Can't ask for a better way to welcome the New Year, 2020!!

[@codebasics]

Happy New year mjshaheed 😊🎉

[@optimus837]

you are the best and a really helpfull teacher

[@teetanrobotics5363]

Just amazing.Please make more such playlists

[@codebasics]

Sure 😊👍

[@ameerhamza-zr5oc]

bro i need your help

[@kajalmishra6895]

AMAZING VIDEOS. WISH TO SEE MORE PROJECTS.

[@codebasics]

yes two more projects are coming up soon!

[@basotra97]

I loved this project, it gave me a lot of insight.

[@SKumar-Munna]

Really nice explanation step by step. Could you please upload few more project. Project is giving us real knowledge. Thanks

[@codebasics]

Glad, you liked my content Shalendra. It’s already in my plan and I will keep uploading more project on regular basis.

[@jaganinfo]

@@codebasics Please provide link if you uploaded any new project explanation.

[@sumitranjan9766]

After completing and practing sales insights with power Bi. Now I'm continuing my learning journey with this one. Hope I'll enjoy like previous one. Btw, epic Mahabharata painting looks awesome. I'm pretending myself as arjuna here u know ur role well.

[@vinodkumarreddy7696]

Thank you so much sir.. For starting real-time data science project.. I am eagerly waiting for u r videos.. Happy New year Sir 2k20...

[@codebasics]

I am happy this was helpful to you

[@ameerhamza-zr5oc]

bro i need your help

[@zameerahmed1775]

Enthu .... is great. kudos ....

[@jishnugsivan8057]

I followed your channel and have learned so much! Very appreciate your effort to have made so many interesting videos..... Can you create a tutorial on OCR

[@r4huln]

This was great! i made another notebook inspired by the EDA here. got 99.68% r2. would love your comments on it

[@rishabkumar3713]

Christmas Tree here and Mahabharat over There. Have Fun Sir.

[@codebasics]

Ha ha, isn't it a nice contrast and good mix of two different cultures ? 😂😉

[@OceanAlves23]

Congratulations from Brazil👏✔

[@codebasics]

Thank you

[@h.sandeep9197]

But where is the link in the description of dataset, I couldn't find

[@jackyrox1932]

Amazing content! Jay Yogeshwar!

[@antimghosh7208]

please do a complete and realtime small series of Data analysis project using Django.

[@ibtsamrana2045]

Can you plz make a detailed video on kaggle competition

[@Ankit_Gupta8430]

sir please provide description to mention in resume

[@erinwolf1563]

Thanks a lot sir. Happy new year

[@codebasics]

Hey erin, I wish you a very happy new year. And it was great talking to you on phone the other day 😊👍

[@nidhiyaduvanshi2324]

Thanks for this. Great job! I like all your content. Do you have any project for e-commerce recommendation system using python. Please share the link :)

[@muhammadjaffarrazadar967]

when will this series end ? please tell me the date as I want to go along with you

[@ameerhamza-zr5oc]

bro i need your help

[@revaprasadpoetry2317]

How to predict output using the inputs that are not available in datasets for regression models ..and scaling of datasets is done using min max scaler between -1 to 1....plz hlp

[@rajunatha4709]

sir can i use this project in my resume

[@cyberchuck4089]

sir im on a intel i3 4gb ram so can i continue with you?

[@luckytheracer4557]

i like the wallpaper behind you. lord shrikrishna 💕💕

[@sandeepmane8694]

And plz make a project on insurance and stock market price

[@abhinavchouhan6440]

sir can you provide report for this project?

[@RAZZKIRAN]

please do on deep learning videos

[@deva6603]

Is this suitable for final year mini. project.. Does all steps are explained???? Is this a complete project

[@codebasics]

Yes. It is complete end to end project

[@deva6603]

@@codebasics Can I consider this project under data mining predictions??

[@arjunp3574]

can we do the same in jupyter notebook instead of pycharm

[@reddy764]

Can you make a video on Time series Analysis and forecasting ?

[@JainmiahSk]

Hi Anji, thank you for your suggestion. Soon there comes lot more video series. Stick to CodeBasics. Subscribe and Share CodeBasics to your friends.

[@buntypeter4584]

Sir can we upload this projects in git and can we keep it in our resume??

[@anishinde1002]

Please tell me the database ,frontend,backend use in this project

[@WintanaAlemayehu-o8y]

Thank You !

[@yasarahmedshaik6623]

Hi Sir, Iam working as assitant professor in computer science but i want to become Data Scientist, can i get a job smoothly after doing the course

[@CHANDRAMOHANCS19-106]

which machine learning algorithm is use in the project

[@ShubhamSingh-qo5ri]

What is python version?

[@ThaiNguyen-pr2vt]

Thank you sir!

[@codebasics]

Thanks for the feedback

[@sasivardhanbonthu8159]

sir actually i have some doubts regarding my projects i want to talk to you sir!!

[@fahadabbas4801]

Hi , I am beginner in Data Sciences . I am working on a project. I tried my to clean data set using pandas library of python. I just want ensure that the technique that I used to clean the data is right or not. Tell me , if someone can help me in this case. It will not take too much time.

[@Kishor_D7]

mostly convert it instead of deleting data,clear only irrelavant features which is ok.

[@mohdibrahim1995]

hi sir its was very nice see your video could you please tell me this videos will be enough to say we know basic of DS if not please let me know im your big fan of you teaching. please tell me what to do

[@codebasics]

Yes for knowing basics the data science playlist that I have should be sufficient.

[@mohdibrahim1995]

@@codebasics thankyou so much for your response. One more thing could you please me how to grow up in data or to become data science what are next courses or thing which I need to do . Please

[@BEESaiShivam]

Just a question , isn't this project too old to do now for a ,2024 passout grad?

[@jeejee3091]

is it?

[@muhammadjaffarrazadar967]

date bata den ye video series kb tk complete ho jaige

[@codebasics]

This series is complete. I have uploaded 7 tutorials which completes the project

[@dullbananas9901]

It's open source real estate.

[@sonamkori8169]

Thank you

[@codebasics]

Welcome!

[@abhaygupta1169]

where is the dataset link

[@shrutichavan1732]

Hardware used for this

[@venkatadharani5630]

Can you do this for paid

[@ushirranjan6713]

Hi sir, Could you please provide us the mail id , where we can put our errors, what I am facing while coding?

[@codebasics]

Can you post in the video comment please. Sorry but I get many emails and really don't have time to reply then through email. If you put as video comment someone else can also help you. I hope you understand 🙏

[@adwaitandmanas764]

Can anyone help me execute this project?

[@saideepkotha3303]

Sir, Can you please send me the Abstract for this project.

[@saideepkotha3303]

Mail id:[e-mail]

[@ameerhamza-zr5oc]

bro need your help

[@ismathussain7671]

Pakistan 🇵🇰 zindabad

[@uchihaa_kakashi]

Christmas tree 🌲 + Mahabharat Krishna both 🤓 Indian things 🥰