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STEP 10: Optimize your model
Congratulations! By now, you have successfully created a model and evaluated it, but is it the end? Of course not! Let's optimize our model :)
Task
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Tune model parameters Considering, we have a relatively small size of the data and features, set high number of parameters for tuning.
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Optimize model classifier Fit the model with the tuned parameters and see the improvement in the accuracy of the model.
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Evaluate optimized model on testing sample Predict using the new-found accuracy!
Rejoice! This is your last task! If you are able to finish the entire project during the lockdown, expect some schwags from ACM on your hostel doorstep when the college re-opens :D (A bonus t-shirt from my side for the first 3 complete submissions)