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HTML
CSS
Python
PHP
MySQL
Linux
Javascript
Shobha
The best way to predict the future is to invent it
Explain data leakage and how to prevent it in machine learning models.
RELATED INTERVIEW QUESTIONS
What are the key steps in building a robust machine learning pipeline for predictive analytics?
What is data streaming, and how is it used for real-time analytics?
What is the importance of heteroscedasticity in regression models?
What are the advantages of using convolutional neural networks (CNN) in image analytics?
What are the best practices for analyzing real-time data streams?
What is latent variable modeling, and how is it used in dimensionality reduction techniques such as factor analysis or topic modeling?
What is the difference between parametric and non-parametric tests in hypothesis testing?
Explain the importance of hyperparameter tuning in improving machine learning models.
What are the limitations of using random forests for classification tasks?
How do you handle heteroscedasticity in regression models?
How do you prevent model bias in machine learning algorithms?
How do you use bootstrapping in model evaluation, and what are its advantages?
What are the differences between Ridge and Lasso regression?
What are recurrent neural networks (RNNs), and how are they used in sequential data analysis?
How do you implement a Markov Chain for predictive analytics in customer behavior?
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