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HTML
CSS
Python
PHP
MySQL
Linux
Shobha
The best way to predict the future is to invent it
What is the importance of data preprocessing in machine learning, and what steps are involved?
RELATED INTERVIEW QUESTIONS
What is the role of unsupervised learning in data clustering?
What are the advantages and limitations of using SQL vs NoSQL for large-scale analytics?
How do you ensure reproducibility in your data analysis pipelines?
Explain the concept of regularization in machine learning. How does L1 and L2 regularization differ, and when would you use each?
What are time-series cross-validation techniques, and how are they applied in forecasting?
What is the significance of the ROC-AUC score in evaluating classification models?
What is the learning rate in deep learning, and how do you optimize it?
Explain data leakage and how to prevent it in machine learning models.
How do you choose the best machine learning algorithm for a given dataset?
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Explain the concept of Markov Chains and its use in data modeling.
How do you handle categorical data in machine learning models?
What is the difference between batch normalization and layer normalization in deep learning?
What is the bootstrap method, and how is it used for confidence interval estimation?
What is a confusion matrix, and how do you calculate its various metrics?
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