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Topics for Assignment help :
Predicting Algae Blooms
- Descriptive statistics
- Data visualization
- Strategies to handle unknown variable values
- Regression tasks
- Evaluation metrics for regression tasks
Predicting Algae Blooms
- Multiple linear regression
- Regression trees
- Model selection/comparison through k-fold cross-validation
Detecting Fraudulent Transactions
- Clustering methods
- Classification methods
- Imbalanced class distributions and methods for handling this type of problems
- Naive Bayes classifiers
- Precision/recall and precision/recall curves
Classifying Microarray Samples
- Feature selection methods for problems with a very large number of predictors
- Random forests
- k-Nearest neighbors
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