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S28L01 -Updated template with GridSearchCV
S28L02 -RandomizedSearchCV
S29L01 -ROC, AUC and PR curve background
S29L02 -ROC, AUC – Evaluating best model
S29L03 – ROC, AUC – Calculating the optimal threshold (Youdens method)
S29L04 – ROC, AUC – Calculating the optimal threshold (best Accuracy method)
S29L06 – CAP curve implementation
S29L07 – CAP curve with multiple models and multi-class
S30L01 -Voting classifier
S31L01 – Model deployment basics
S31L02 – Prediction using value
S34L01 -Basics of recommendation systems
S34L02 – Preparing the data
S34L03 – The pivot table
S34L04 -Extracting correlations
S34L05 -Providing recommendations
S34L06 -Testing recommendations
S35L01 – Getting started with Apriori algorithm
S35L02 – Market basket optimization
S36L01 – Unsupervised learning
S36L02 – K-means clustering
S36L03 – Optimal clusters
S36L04 – The Elbow method
S36L05 – K-means clustering in Python
S36L06 -Visualization
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