Heart Disease Prediction using Machine Learning | Machine Learning Projects in python | Project #2

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  • เผยแพร่เมื่อ 7 ก.ย. 2024
  • In this Video, we have developed a machine learning model in python for predicting heart disease. We have properly explained all the features of the heart disease dataset used for building the machine learning model. In this project we have followed the following steps with proper explanation:
    1. Data description
    2. Importing Libraries & setting up the environment
    3. Loading dataset
    4. Data Cleaning & Preprocessing
    5. Exploratory Data Analysis
    6. Outlier Detection & Removal
    7. Training & Test Split
    8. Cross-Validation
    9. Model Building
    10. Model evaluation & comparison
    11. Feature Selection
    12. Model Evaluation
    13. Conclusion

ความคิดเห็น • 34

  • @moymaya
    @moymaya 2 ปีที่แล้ว +8

    I have hardly seen any project this extensive. It is nicely explained and it really helped me in understanding lot of concepts. Thank you Sid

  • @Naz-g8d
    @Naz-g8d 6 ชั่วโมงที่ผ่านมา

    Uh should to provide the data and python code in the description it help us so much

  • @drkarstenschmidt
    @drkarstenschmidt 3 ปีที่แล้ว +6

    Intima-media thickness of the carotid artery (CIMT) and its increase is associated with several cardiovascular risk factors and manifest cardiovascular diseases. CIMT is suggested to be an important biomarker of subclinical atherosclerosis. This parameter should be included in your model.

  • @mrinalmadhav8119
    @mrinalmadhav8119 3 ปีที่แล้ว +1

    amazing , i will add this in my resume.

  • @Machine_Mantra
    @Machine_Mantra 3 ปีที่แล้ว +1

    Good PPT. Thanks for sharing

  • @subhashmadhugiri517
    @subhashmadhugiri517 3 ปีที่แล้ว +1

    Nice and comprehensive coverage of all steps..look forward to get similar presentation for cnn application end to end atleast two different cases..

  • @NeeRaja_Sweet_Home
    @NeeRaja_Sweet_Home 3 ปีที่แล้ว +2

    Thanks for the wonderful explanation!!! Nice end to end intuition very useful and your blog also looks nice.

    • @WisdomML
      @WisdomML  3 ปีที่แล้ว

      Thanks @Rajesh B

    • @RoyalRealReview
      @RoyalRealReview 2 ปีที่แล้ว +1

      @@WisdomML Sir plz resolve my confusion 🙏. As I want to publish the research paper in the same i.e. Heart disease prediction using machine learning but the problem is that already using these models papers have been published so how mine will differentiate from others. Hope you will resolve my doubt as soon as possible. Thanks in advance ☺

    • @RoyalRealReview
      @RoyalRealReview 2 ปีที่แล้ว

      @@WisdomML Never ever I've seen such a complete video on any problem. You are doing an awesome job.👌

  • @sameermudbhari69
    @sameermudbhari69 4 ปีที่แล้ว +2

    wonderful presentation...thank you for the tutorial

    • @WisdomML
      @WisdomML  3 ปีที่แล้ว

      Thanks for liking the video

    • @RoyalRealReview
      @RoyalRealReview 2 ปีที่แล้ว

      @@WisdomML sir in my dataset I have 4 values of chest_pain_type that are 0,1,2,3. So can I assign 0 to typical angina irrespective of assigning 1 to typical angina? I don't have value 4 for chest_pain_type in my dataset.Plz do reply sir 🙏

  • @aasifahmed23
    @aasifahmed23 4 ปีที่แล้ว +2

    Good work, keep going

  • @ninjagirl616
    @ninjagirl616 2 หลายเดือนก่อน +1

    can you make a video on linking this modal to web based?

  • @BANKINGSUTRA
    @BANKINGSUTRA 4 ปีที่แล้ว

    Nice explanation.

  • @nimraazmat6645
    @nimraazmat6645 2 ปีที่แล้ว

    Can you please make a video about all the models evaluation and cross validation. I am a beginner and learning on my own about machine learning and these concepts are confusing at this stage. This video helped a lot to learn about the ML.

  • @yaser-mamdouh
    @yaser-mamdouh 4 หลายเดือนก่อน

    Nice to complete all the video and get the same results, But I ask to save the best model of them HOW???????
    and What if I need to make a simple prediction system like a python program to load the model and get the patient's feature data by using input() method, how to handle this process, and data processing to predict the new patient's data?

  • @ekaagustina9010
    @ekaagustina9010 3 ปีที่แล้ว +3

    can u please share the kaggle link of dataset using in this project sir?

  • @ironman2.026
    @ironman2.026 3 ปีที่แล้ว +1

    How will we take patients data and put it in this?? And how will this system predict the heart attack risk for the patients???

  • @aishadaike6219
    @aishadaike6219 ปีที่แล้ว +1

    Please what algorithms you use

  • @gamhanshamdev3043
    @gamhanshamdev3043 3 ปีที่แล้ว

    Hey,can i know what model you have used in your project and what is the motive of using different feature selections method after cross validation approach.

  • @saiprasadambrale5369
    @saiprasadambrale5369 3 ปีที่แล้ว

    Can we have a video on malaria detection using machine learning

  • @shivangidiwan7175
    @shivangidiwan7175 2 ปีที่แล้ว +1

    can you pls share the combined dataset? is there any kaggle link for the same? thank you in advance.

    • @WisdomML
      @WisdomML  2 ปีที่แล้ว

      ieee-dataport.org/open-access/heart-disease-dataset-comprehensive

    • @RoyalRealReview
      @RoyalRealReview 2 ปีที่แล้ว

      @@WisdomML sir in my dataset I have 4 values of chest_pain_type that are 0,1,2,3. So can I assign 0 to typical angina irrespective of assigning 1 to typical angina? I don't have value 4 for chest_pain_type in my dataset.Plz do reply sir 🙏

  • @jabezsamuel5392
    @jabezsamuel5392 หลายเดือนก่อน

    Hey can i Get the Git repo link?

  • @Salmani3565
    @Salmani3565 ปีที่แล้ว +1

    can u pls share the dataset link

  • @duaaabid3158
    @duaaabid3158 ปีที่แล้ว +1

    sir plz can u give the dataset in csv file ?
    plzz its a humble request

    • @WisdomML
      @WisdomML  ปีที่แล้ว

      its available in this git repo: github.com/sid321axn/Heart-Disease-Prediction-Using-Machine-Learning-Ensemble

  • @vaishnavirathod5307
    @vaishnavirathod5307 2 ปีที่แล้ว

    Hello sir, please tell which software is used to run the project

  • @sunanaanand7379
    @sunanaanand7379 3 ปีที่แล้ว

    Sir, Would you like to share me the article that you have implement.

  • @ashwinmahire7285
    @ashwinmahire7285 3 ปีที่แล้ว

    can you give this project ready made please

  • @reddygariabbainagendra4726
    @reddygariabbainagendra4726 2 ปีที่แล้ว

    Bro I want source code bro can u hlp me nro