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Assessment of Model OverFitting or UnderFitting #40

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RohitDhankar opened this issue May 3, 2020 · 6 comments
Open

Assessment of Model OverFitting or UnderFitting #40

RohitDhankar opened this issue May 3, 2020 · 6 comments
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@RohitDhankar
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RohitDhankar commented May 3, 2020

1/ Read through the Kaggle and other links provided - come up with a bullet-proof strategy to ensure we dont end up -Overfitting or UnderFitting models.

2/ Dataset for practise can be used from KAGGLE or any other source of your choice .

3/ The actual test of - Overfitting or UnderFitting , will be conducted when Users( end users of the product ) end up creating and Fitting models on the DigitalCognition and PyFinTrader platfroms.
We then need a Validation method / class - process / data pipeline , which warns a - end user - stating that their model has been OverFit or UnderFit , and they can modify - such and such - hyper param's or param's and ensure that they dont end up with a OverFit or UnderFit.

https://www.kaggle.com/artgor/how-to-not-overfit
https://www.kaggle.com/c/dont-overfit-ii/discussion/79903
https://www.kaggle.com/c/dont-overfit-ii/data
https://www.kaggle.com/c/overfitting/data


Post your code here in a Jupyter Notebook along with a CSV file with sample data used .


Any doubts or any further clarifications required kindly contact Rohit - WhatsApp Text = +91-9871050873 or LinkedIn Text = https://www.linkedin.com/in/rohitdhankar/

@diwakarjaiswal880
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This is my work on this issue
Assessment of Model OverFitting or UnderFitting.zip

.

@RohitDhankar
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@PhaniRohithaKaza as discussed kindly Collab with @diwakarjaiswal880 , thanks

@RohitDhankar
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Dear Diwakar @diwakarjaiswal880 - thanks a lot for your efforts and having done the Level -1 , of this task . As requested by me on the call right now , need a statistical and mathematical explanation of the underlying phenomenon , thanks

@diwakarjaiswal880
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diwakarjaiswal880 commented May 25, 2020

I found this link for understanding Overfitting in mathematical way.
https://www.coursera.org/lecture/analytics-excel/understanding-why-over-fitting-happens-nlhyf

@PhaniRohithaKaza
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PhaniRohithaKaza commented May 25, 2020 via email

@RohitDhankar
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I found this link for understanding Overfitting in mathematical way.
https://www.coursera.org/lecture/analytics-excel/understanding-why-over-fitting-happens-nlhyf

@diwakarjaiswal880 - Diwakar - your own explanation done to me on the call was much better than the explanation done in the link of CourSera

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