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HTML
CSS
Python
PHP
MySQL
Linux
Shobha
The best way to predict the future is to invent it
What is latent variable modeling, and how is it used in dimensionality reduction techniques such as factor analysis or topic modeling?
RELATED INTERVIEW QUESTIONS
How would you perform outlier detection using Isolation Forest?
What is the role of Bayesian methods in data analytics, and how do they compare to frequentist approaches?
How do you optimize machine learning models for real-time decision-making?
What is the difference between precision and accuracy in the context of classification problems?
What is the role of data enrichment in data analytics, and how is it achieved?
How do you handle multicollinearity in regression models?
How do you handle and analyze large-scale datasets in Python using pandas and Dask?
What are the differences between bagging and boosting in ensemble methods?
Explain the concept of Big Data and its challenges in the context of data analytics.
Explain how you would deal with missing data in a large dataset.
Explain the difference between supervised and unsupervised learning with examples.
What are the limitations of using random forests for classification tasks?
What is data lineage, and how does it help in tracking data flow?
How do you handle high cardinality categorical features in machine learning models?
How do you evaluate the effectiveness of an outlier detection model?
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