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HTML
CSS
Python
PHP
MySQL
Linux
Javascript
Shobha
The best way to predict the future is to invent it
How would you handle seasonality in a time-series forecasting problem?
RELATED INTERVIEW QUESTIONS
How do you apply nearest neighbor algorithms for recommendation systems?
How do you handle high-velocity data in real-time analytics applications?
What is the difference between classification and regression problems in analytics?
What is the role of Bayesian methods in data analytics, and how do they compare to frequentist approaches?
How do you implement automated machine learning (AutoML) tools in your workflow?
What is dimensionality reduction, and how does PCA (Principal Component Analysis) help?
How do you apply Shannon entropy in data analytics for feature selection?
Can you explain the no free lunch theorem in machine learning and its implications on choosing algorithms for different types of problems?
What is a confusion matrix, and how do you calculate its various metrics?
What is the role of visualization in data analysis, and which Python libraries would you use?
What is the difference between batch normalization and layer normalization in deep learning?
What is the importance of model validation and how do you perform it in practice?
How do you ensure that your analysis is unbiased when working with large datasets?
Explain how an ensemble learning method like Random Forest improves model performance.
What is linear programming, and how does it relate to data optimization problems?
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