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1,916 changes: 1,916 additions & 0 deletions Concrete Compressive Strength+EDA/Concrete_Compressive_Strength.ipynb

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34 changes: 34 additions & 0 deletions Concrete Compressive Strength+EDA/ReadMe.md
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Concrete Compressive Strength Prediction with EDA and Neural Network(Sequential)

Description:
Concrete Compressive Strength Prediction using deep learning (keras). The concrete compressive strength is a highly nonlinear function of age and ingredients. Predicts the actual concrete compressive strength (MPa) for a given mixture under specific age (days) was determined from laboratory.Also Includes performing exploratory data analysis (EDA).

Requirements(ignore if installed):

pip install pandas numpy seaborn matplotlib scikit-learn tensorflow

Model Summary:

![image](https://github.com/smty2018/Amazing-Python-Scripts/assets/74114936/99b0b2c6-fb3f-4840-a439-03f922210231)

Model Architecture:

![model_architecture](https://github.com/smty2018/Amazing-Python-Scripts/assets/74114936/6c8d1859-43c5-4b0b-84ad-d4e557005503)

Some imp EDA Graphs:

![download (25)](https://github.com/smty2018/Amazing-Python-Scripts/assets/74114936/dbb92313-2a9d-43af-97c5-cecf986f6d82)
![download (30)](https://github.com/smty2018/Amazing-Python-Scripts/assets/74114936/e5c4a8a3-17d4-4fdc-a50e-576361c85804)
![download (27)](https://github.com/smty2018/Amazing-Python-Scripts/assets/74114936/d847aff7-aefd-43ae-95ea-8695b4175ea2)
![download (35)](https://github.com/smty2018/Amazing-Python-Scripts/assets/74114936/2b68a55a-5980-4fc7-9d14-d9047462b4fb)
![download (36)](https://github.com/smty2018/Amazing-Python-Scripts/assets/74114936/c06b91c8-18b2-4bc1-9d6d-51b3a7dab4a0)
![download (38)](https://github.com/smty2018/Amazing-Python-Scripts/assets/74114936/ce636c36-049a-4533-ada2-e927407068dd)
![download (43)](https://github.com/smty2018/Amazing-Python-Scripts/assets/74114936/d7466888-826b-454d-8010-58543462b13d)
![download (44)](https://github.com/smty2018/Amazing-Python-Scripts/assets/74114936/6ec3d70a-6cee-49c2-a050-501d145e8cbd)
![download (45)](https://github.com/smty2018/Amazing-Python-Scripts/assets/74114936/4170e81f-9139-44b4-81dc-53ad7998c242)
![download (46)](https://github.com/smty2018/Amazing-Python-Scripts/assets/74114936/fb9a3b96-8ec3-424b-ae2e-68cbfb1f44cd)
![download (47)](https://github.com/smty2018/Amazing-Python-Scripts/assets/74114936/51b8e343-7bea-4823-bd0b-33c59e0d7a8f)
![download (48)](https://github.com/smty2018/Amazing-Python-Scripts/assets/74114936/0f103f74-1599-40a5-ab33-17d1baf938dd)



1,031 changes: 1,031 additions & 0 deletions Concrete Compressive Strength+EDA/dataset/Concrete Compressive Strength.csv

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