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HTML
CSS
Python
PHP
MySQL
Linux
Javascript
Shobha
The best way to predict the future is to invent it
How do you detect data imbalances in a classification problem and address them?
RELATED INTERVIEW QUESTIONS
How would you visualize high-dimensional data using dimensionality reduction techniques?
What are deep learning and its key differences from traditional machine learning methods?
What is the difference between deterministic and stochastic models in analytics?
How do you deal with class imbalance in classification models?
How do you handle heteroscedasticity in regression models?
How do you handle and process categorical data in machine learning algorithms?
What are the key differences between a decision tree and a random forest?
How would you apply ensemble learning techniques for improving the accuracy of machine learning models?
What are autoencoders, and how are they used in unsupervised learning tasks?
How would you evaluate model performance in an imbalanced dataset problem?
How do support vector machines (SVM) work, and why are they used in classification problems?
How do you perform outlier detection using machine learning techniques?
What is data streaming, and how is it used for real-time analytics?
What are the major differences between SQL and NoSQL databases in data analytics?
What is the difference between bagging and boosting, and how do they impact model performance and accuracy?
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