course-project-Biological Response Prediction

This project deal with prediction of Biological response based on molecular data in each column.
Drug development depends on the biological response with respect to many factors. Machine learning can help us understand if the drug makes a difference with regard to treatment. \

Step:- \
1- Understanding about data. \
2- perform taks with diffrent hyperparameter and diffrent Machine Learning model. \
2a- cross validation on Random Forest and then prediction. \
2b- cross validation on gradianboosting and then prediction. \
3- importent feature of the individual data. \
4- perform implementation of model on test data.

!pip install jovian --upgrade --quiet

import jovian

# Execute this to save new versions of the notebook
jovian.commit(project="course-project-Biological Response Prediction.")

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Committed successfully! https://jovian.ai/aanuragtrivedi007/course-project-biological-response-prediction

'https://jovian.ai/aanuragtrivedi007/course-project-biological-response-prediction'

!pip install opendatasets --upgrade --quiet
import opendatasets as od