Project 2: Diabetes Prediction using Machine Learning with Python | End To End Python ML Project

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Hi! I will be conducting one-on-one discussion with all channel members. Checkout the perks and Join membership if interested: / @siddhardhan Check membership Perks: / @siddhardhan
. In this video, we are building a system that can predict whether a person has diabetes or not with the help of Machine Learning. This project is done in Python. In this project, we use Support Vector Machine model for the prediction.
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Hi guys! I am Siddhardhan. I work in the field of Data Science and Machine Learning. It all started with my curiosity to learn about Artificial Intelligence and the ability of AI to solve several Real Life Problems. I worked on several Machine Learning & Deep Learning projects involving Computer Vision.
I am on this journey to empower as many students & working professionals as possible with the knowledge of Machine Learning and Artificial Intelligence.
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I am making a "Hands-on Machine Learning Course with Python" in RU-vid. I'll be posting 3 videos per week. 2 videos on Machine Learning basics (Monday & Wednesday Evening). 1 video on a Machine Learning project (Friday Evening).
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Machine Learning Project
Python Project
Diabetes Prediction using Machine Learning with Python
Supervised Learning
Supervised Learning Algorithm
Deep Learning
artificial intelligence
#machinelearning #deeplearning #python #pythonproject Instagram: / siddhardhan23 Instagram: / siddhardhan23

Опубликовано:

11 фев 2021

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Комментарии : 365

@Siddhardhan 3 года назад

Hi! You can join this Telegram group for regular updates about my videos: t.me/siddhardhan Thank you!

@sruthess6493 3 года назад

Hi Siddhardhan, I have few doubts in machine learning. I would like to connect with you to clarify those.

@dalevas2187 2 года назад

Not able to join the group

@2kreptilesgaming572 Год назад

sir can you plss upload viodeos on ranom forest algorithm and naivebay's algorithm

@AmanKumar-eg5rc Год назад

Not working

@dharmendrachandila8917 Год назад

bro u teaching style is amazing, i have stuck in a problem when ever i try to diploy my project by putting location of file on terminal ,i get this error 'c:\users\dell\desktop\multi_disease' is not recognized as an internal or external command, operable program or batch file. plz help me as soon as possible

@abdullahalmiraj3593 3 года назад

I usually don't comment like this in public. But I honestly feel this type of works must be appreciated! Thank you so much!

@Siddhardhan 3 года назад

thanks a lot for your positive words 😇

@moneymemes Год назад

@@Siddhardhan nyger

@sardor7049 Год назад

I am a postgraduate student in China and I was struggling to find a project to do on ML. Now, thanks to you my brother, I did some good works. Thank you 🙏

@babatundeolusegun8745 9 месяцев назад

Finally, someone cared to explain to me like a 5 year old. Thanks brother

@dennyage4791 2 года назад

Your course is most underrated course in ML I am lucky i found your channel

@gauravfamily2209 2 года назад

Pls, You should cover data visualization in the project because it helps that which algo is suitable for particular dataset.

@sandhyareddy7957 2 года назад

It's not enough to tell thanks for you sir, your videos are very helpful for me, you will explain every bit of coding, just because of your videos, i am learning ML projects. Thank you so much sir🙏🙏. keep uploading more ML projects sir.

@Siddhardhan 2 года назад

You're most welcome 😇

@taruchitgoyal3735 Год назад

Hi Sir, Thank you for your tutorial. Can you please share how you decided with finalizing SVM as the most suited algorithm for building the ML model? Thank you

@mohsena.s8633 2 года назад

Your expression is excellent Thank you and congratulations because you teach very well Please continue strong

@navamsharma1888 3 месяца назад

Much much much better neat and detailed explanation of every detail. Far better from my university teachers.

@RajdeepMahanta-co1mw Год назад

Thanks a lot! really an amazing video👍👍👍👍....need more videos from you to enrich the ML skills

@snehaldolas1018 2 года назад

I really loved and understood the model very quickly thanky you for making such videos😍😍🤗

@abdulaathil1249 6 месяцев назад

me usually don't comment like this in public. But I honestly feel this type of works must be appreciated! Thank you so much

@liaqatali1415 2 года назад

I am from Pakistan, I have learned a lot from Indian tutorials, you guys are doing great. I am in love with India and really want to visit or work there in tech companies

@pranaypatil2837 Год назад

Thank you very much Bro you have helped me to build my first project for my Internship

@ErLakhan 3 месяца назад

Thank you very much Sir. This is a complete workflow to understand ML for beginner.

@Siddhardhan 3 года назад

Let's make a community of Machine Learning Experts! Subscribe here👉 tinyurl.com/md0gjbis

@TheLeoPoint Год назад

Appropriate , structure wise step by step learning approach is best way

@munna1431000 3 года назад

Well done brother, even experienced professionals can't details like you .. keep it up.

@Siddhardhan 3 года назад

Thank you so much brother 😇

@yashchunne7085 Год назад

@@Siddhardhan @munna I agree with you; I was also struggling with project ideas, and I had more confusion in ML. the way he had explained, hats off, and thank you for teaching and making us watch more videos. This is my first public comment.

@paayalverma7009 2 года назад

thank you so much for the help, couldn't do this by myself. thanks!!!

@yunusmohamed2221 Год назад

This was my first project with Machine Learning and i it was way more than i was expecting, thank you so much

@abc-ym4zs Год назад

like in machine learning in which ide we want to write code i am new to machine learning

@aayatfiroz8680 2 года назад

Thank you so much sir I've seen so many videos but your video is perfect

@mahaalsalman2323 2 года назад

Thanks a lot for your great effort you explain it very clearly .

@stvvannanips 2 года назад

very clear explanation thank you,please add a video about hybrid machine learning algorithms (like random forest with xgboost or adaboost etc) for predicting diabetes

@BoomiSaami 2 года назад

Explanation is very simple and understandable brother

@syedz9072 Год назад

Great Bro. Wonderful Channel on Machine Learning.

@ezze_gg Год назад

loved it man!!! keep up the work

@AjitSingh-rg3zu 3 месяца назад

Thank you sir for this lecture. This playlist is helping me a lot.

@sandeepd1596 3 года назад

Well done bro, even experienced professionals can't explain like you .. keep going like this only

@Siddhardhan 3 года назад

Thank you so much 😀

@user-jc7ro6xm4n 2 месяца назад

I can't thank you enough You have done a great help🙏

@redaabakhti768 2 месяца назад

very underrated thanks a lot very very useful

@Khaled_Elsadani Год назад

Thank you wish you all the best

@nishmithasuvarna9983 3 года назад

Very well explained, thank you so much for making this video 🙏

@Siddhardhan 3 года назад

My pleasure 😊

@eng_musawer 15 дней назад

So thanks, dear my teacher, it was so useful for me ❤

@joelledanciu3964 2 года назад

Hello! Thank you for this awesome and helpful example. Is there a video with the improvement of accuracy for our model?

@madhumithan6653 2 года назад

Hi sir, Thanks for the great effort.Can u plz explain which model (linear or logisticregression or svm or random forest )has to be chosen at what criteria for the data,as i m confused to chose which model.

@deltechdiaries5907 2 года назад

this channel is a gold mine sir, these videos are really helping us to apply the ML algorithms

@Siddhardhan 2 года назад

Glad to hear it!😇

@deltechdiaries5907 2 года назад

@@Siddhardhan can you suggest a good project, which i can use for my semester project?

@indi4889 2 года назад

@@deltechdiaries5907 can I use this project it self??

@deltechdiaries5907 2 года назад

@@indi4889 i did the same 🙂

@indi4889 2 года назад

@@deltechdiaries5907 project yahi kiya kyaa?ye kar sakte hai?

@user-ks9fx7cg3r 8 месяцев назад

Really great work.From Kenya thank you just began today and was amazing

@harsh_crazy8595 7 месяцев назад

Do you got correct predictions value? I got the wrong predictions but it doesn't show any errors,when I try to use different input datas it always show the person is diabetic even I import the non diabetic input datas, How to correct this?

@anmolchaurasia9401 16 дней назад

damn man! this was recommended by my bro! & this is full of worth it.

@spatil4359 2 месяца назад

Thanks sir for this project. It was much useful☺️

@user-tf6wt7du2u 6 месяцев назад

thank you so much for your greatest work

@prathameshpatil5944 Год назад

Clear explanation 👌

@sholay7255 Год назад

Hello sir, after the predictive system, how do we sort the result of the prediction system into write and wrong, since the model is not predicting 100% accuracy?

@prashantmalik5333 Год назад

@siddhardhan Thanks for such good videos..

@chandanaudupa6830 2 года назад

could you please let me know why are we using SVM for diabetes prediction and Logistic regression for sonar rock vs mine prediction as both are binary classification problem

@FatimaSlim-qr3yk 10 месяцев назад

Amazing !

@sandipansarkar9211 2 года назад

finished practicing coding .Feeling confident

@neerajsingh2649 3 года назад

Hi @Siddhardhan I was searching for end to end project in machine learning and just landed on your RU-vid channel. This is my second video and i feel you should also add feature selection , scaling , feature engineering and outliers handling so that we can learn complete process of model creation because right know I personally feel we are just creating test and train set and making our models.

@Siddhardhan 3 года назад

hi! I'll make end to end projects once i complete ML & DL concepts.

@neerajsingh2649 3 года назад

@@Siddhardhan ohhh great , Thank you

@raj4624 2 года назад

Tysm Proff. for crystal clear explanation

@Siddhardhan 2 года назад

you're most welcome😇

@quratshah566 2 года назад

Very well explained

@kadirdemirok4362 7 дней назад

Great video thank you for that my question is when the dataset is a mess and you do some data manipulation works like changing " yes/no" as" 1/0" after everyting when you predicting the value as your code : input_data_as_numpy_array=np.asarray(input_data) part are you going to use data set with" yes" in it or the converted version thank you

@riantiwari1942 2 года назад

I am very thanks towards the you and I will now be going to Internships of your projects because. MIT is also on the search for me👀👀👀👀👀👀

@kits129 10 месяцев назад

tried predicting inputs (3,78,50,32,88,31,0.248,26) or the 7th row in the csv file should return 1 but returned 0, is this normal?

@charanpoojary4804 2 года назад

THANK YOU VERY MUCH SIR

@growingfire 2 месяца назад

Thank you very much!

@bselftudy5859 2 года назад

hare krishna prabhu ji .... i like the way u make videos .. thanku for this video...

@nithiyashrees.280 Год назад

Thank you so much ❤❤❤❤

@mndlrjsh 2 года назад

Thank you sir... Very well explained..

@Siddhardhan 2 года назад

You are welcome

@himansh_tiwari_ht 11 месяцев назад

Thank you sir😊

@SaiKrishna-bb2et Год назад

Just now i subscribed u r channel

@victorhenostroza1871 22 дня назад

Hello, what about if I have categorical features in my model? how can I add those kind of variables in a output of streamlit?

@uruonyemaobi1950 5 месяцев назад

Thank you for sharing

@Asweetvoyage 5 месяцев назад

It is usually recommended to do train test split before feature scaling. Why you did feature scaling first

@planetforengineers7176 3 месяца назад

Than you sir great vido

@christinejoyarce6184 3 года назад

How can we improve the accuracy of our model here? I have literally binged-watch your series on ML! I'm going through the project videos one by one. If you already have a video that deals with improving the accuracy, please point me to it. Thank you so much! I looove your content!

@Siddhardhan 3 года назад

hi! thanks for your positive words 😇 we can optimise our model to get better performance. those topics will be covered in upcoming modules. kindly stay tuned.

@revaprasadpoetry2317 2 года назад

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

@khaleabhishek5023 Год назад

Amazing

@user-xp6rx4ii9l 11 месяцев назад

Hello sir, the stratify parameter is not helping me for same proportion of classes in y_train and y_test. what can be the issue?

@DwayneWalker94 Месяц назад

thank you!

@mrunalwaghmare 7 месяцев назад

perfect thanks : D 😀😃👍👍👍👍👍👍👍👍👍👍👍👍👍👍👍👍👍

@swayamkarapurkar9294 4 месяца назад

The file diabetes.csv is not in the description ... pls add it

@skipa9906 Год назад

Great videos, I am new in ML and I have followed the steps but when i input the data I always get 0 and never get 1. I dont know where I can check to make it correct pls help

@vishwav2731 Год назад

thankyou very much

@AnuragYadav-qt9bh Год назад

can u pls tell me how its gonna take input in real wold like how it will take the details of a actual patient and predict it we cant just give away our code and say put inputs according to the coloumns name it doesn't make sense pls explain

@anumaftab8043 2 года назад

The Way You Explain Is Amazing... am confused in data standardization..When I Run the same code it Gives Name error..How To fix IT?

@dikshagupta3276 2 года назад

Nice explanation thanku I have one query if I do a comptition in kaggle after write all the code how we upload the file in kaggle how we do it pls explains in one video..

@sruthipurushothaman1489 2 года назад

Can you tell where you got dataset.As I would like to know desription about attributes

@AhamedKabeer-wn1jb 2 года назад

Thank you..

@user-xb2zx1qi1r 7 месяцев назад

Hi Siddhardhan, Thank you very much for the tutorial. In the Rock vs Mine project, you mentioned that the data should be closer together for better predictions. However, for this video, there are 500 records for non diabetes and 268 for diabetes. The data is not close right?

@vyasdeep7697 Год назад

Exactly how many modules are used in this project ? Can i get names?

@Cursed__Soul 2 года назад

Sir which type diabetes (type1,type2 and gestational diabetes) can predict using this dataset

@Design_with_mee Год назад

Hello I’m having issues with being able to unpickele estimator from svc versus inconsistencies

@rabinarayanpanda941 3 года назад

very good video , well explain

@Siddhardhan 3 года назад

thanks a lot 😇

@w3syssoftwaresolutionsindi180 5 месяцев назад

Hi Siddhardhan, after analysing the dataset, I found that few features need imputation.: My Analysis: - 11 entries found with BMI 0, which is not practical - similarly 35 women Blood Pressure entry was 0 - 5 women Glucose entry was 0 - 374 women were having 0 Insulin entry and surprisingly, out of them 236 were non diabetic and only 138 were diabetic. How to impute insulin value, which is crucial in predicting a person is diabetic or not..

@mauriceemmanuel5251 3 года назад

I like what you are doing would love to know colab usage maybe a little simple tutorial of sort

@Siddhardhan 3 года назад

Thanks

@Siddhardhan 3 года назад

Already posted a video on Colab basics. Do check out

@avijeetpandey5223 Год назад

Can this be trained to predict type 2 diabetes specifically...if so what changes should be made?

@AshokRaj-qx6in Год назад

While spling data x and y I got error like singleton array array(standards aler(), dtype object) cannot be considered a valid collection

@callmeprem_ Год назад

I also want to know briefly the exact names of modules used in this project as I am using this project as important project somewhere....

@swarnimamitra5501 7 месяцев назад

Hello sir, Thank you for this superb video. Sir I am facing a problem in executing the fit(), it doesn't give the appropriate output even I have also checked every line of code no error is there.

@danielfrancisco8622 Год назад

Hello Sir do you have some tutoria like this using LSTM algorithm?

@Uday61901 2 года назад

hi sir ,im getting low accuracy , and my model is also predicting wrong when i gave separate input data, can i use any other model which one would be better???

@krishnasahoo4598 Год назад

Thanks for this video. Its great for practise.

@mashokkumarreddy1837 2 года назад

Why can't we use linear regression model for predicting the diabetes

@mahimahendra93 2 года назад

Thank you

@clockai 2 года назад

Hi, I tried your code and it gives same accuracy as like your result but input results are always coming Zero. Why?

@RohitKumar-uk8vx 2 года назад

Hii It is a good work. But can you help me if the dataset would be of fundud images.

@556west 3 года назад

Hi, Siddhardhan! Thank you so much for this Tutorial. !!

@Siddhardhan 3 года назад

My pleasure 😊

@DeepakRohra Месяц назад

Hi @Siddhardhan thanks for assisting budding ML engineers with your videos. I had a query regarding standard scaler. Why didn't we use it during Sonar Rock vs Mine project and used it here. How can we identify in which cases we should use standard scaler. Thanks again

@_KobbyOb Месяц назад

For the Standard Scaler, we used it here because the values being fed into the model totally differed in range, we had values 0.08 all the way to 846, which will not be helpful to the model so we used the standard scaler to scale all the values to values between 0 to 1 to make it easier on the model, but in the submarine one, all the values were in a similar range so we didn't have to do that.