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Machine Learning Techniques for Data Analysis
Advanced Techniques in Statistical Analysis
Unsupervised Learning Explained
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Importance of Cross-Validation Stratified K-Fold Cross-Validation: Similar to K-Fold but ensures that each fold has the same proportion of
class labels as the entire dataset, making it particularly useful for imbalanced datasets
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Machine Learning Techniques for Data Analysis Logistic Regression Used for binary
classification problems to predict the probability of an outcome
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Advanced Techniques in Statistical Analysis Logistic Regression Used for binary outcome predictions, estimating the probability of a certain
class or event
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Unsupervised Learning Explained Isolation Forest, One-
Class SVM Market Basket Analysis Understanding the purchasing behavior of customers to optimize product placement and promotions
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