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HTML
CSS
Python
PHP
MySQL
Linux
Javascript
Shobha
The best way to predict the future is to invent it
What is a confusion matrix, and how do you calculate its various metrics?
RELATED INTERVIEW QUESTIONS
How do you handle multivariate time series data for forecasting?
What are LSTM networks, and how do they handle sequential data?
What is the role of Bayesian methods in data analytics, and how do they compare to frequentist approaches?
What are gradient descent and its variants, and how are they used in machine learning?
How does regularization help to reduce overfitting in machine learning models?
How do you evaluate model robustness to different types of input data?
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What is the difference between a Data Lake and a Data Warehouse, and when would you use each in analytics?
How do you implement feature selection techniques for high-dimensional data?
Explain the concept of gradient boosting and its advantages over traditional decision trees.
How do support vector machines (SVM) work, and why are they used in classification problems?
How do you use decision trees for feature selection in machine learning?
What are active learning methods, and when would you apply them in data analytics?
How do you handle imbalanced datasets in classification problems, and what techniques do you use to improve the model’s performance?
Explain how an ensemble learning method like Random Forest improves model performance.
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