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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 the role of Markov chains in predictive analytics for customer behavior?
RELATED INTERVIEW QUESTIONS
What are the limitations of using random forests for classification tasks?
How do you assess the trade-off between bias and variance in a machine learning model, and what strategies can you use to balance them?
What are recurrent neural networks (RNNs), and how do they handle time-series data?
PHP vs Python: Features, Differences and Benefits in 2025
What are the key steps in building a robust machine learning pipeline for predictive analytics?
How do you handle multivariate time series data for forecasting?
What is the role of visualization in data analysis, and which Python libraries would you use?
How would you evaluate model performance in an imbalanced dataset problem?
What is gradient descent, and how does it work in the training of machine learning models? How do you decide the learning rate?
What is linear programming, and how does it relate to data optimization problems?
What is the importance of model validation and how do you perform it in practice?
How do you analyze text data using sentiment analysis techniques?
Explain the difference between supervised and unsupervised learning with examples.
What is the difference between batch normalization and layer normalization in deep learning?
How does dimensionality reduction improve the performance of machine learning algorithms?
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