Simple Regression
Predictive Performance
Techniques for Analyzing Customer Conversations
Text Data Mining Techniques
Machine Learning in Predictive Maintenance
Predictive Performance 
Model Complexity: Overly complex models may lead to overfitting, while too
simple models may underfit the data
...Regularization Techniques: Applying methods such as Lasso or Ridge
regression to prevent overfitting
...
Techniques for Analyzing Customer Conversations Simple to implement; interpretable results
...Key techniques include:
Regression Analysis: A statistical method to determine the relationship between variables, helping predict customer behavior based on past conversations
...
Text Data Mining Techniques Text Representation Techniques Technique Description Bag of Words A
simple representation of text data as word counts
...Decision Trees A tree-like model used for classification and
regression tasks
...
Machine Learning in Predictive Maintenance Technique Description Advantages Disadvantages
Regression Analysis Predicts continuous outcomes based on input features
...Simple to implement; interpretable results
...
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