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HTML
CSS
Python
PHP
MySQL
Linux
Javascript
Cloud
Shobha
The best way to predict the future is to invent it
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?
RELATED INTERVIEW QUESTIONS
How would you evaluate and select the best machine learning model for a specific use case?
What is the curse of dimensionality and how does it affect machine learning models?
What is the concept of Feature Extraction in computer vision analytics?
How do you detect data imbalances in a classification problem and address them?
Can you explain the no free lunch theorem in machine learning and its implications on choosing algorithms for different types of problems?
What is reinforcement learning, and where is it applied in business analytics?
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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 the importance of model validation and how do you perform it in practice?
How do you prevent model bias in machine learning algorithms?
What is overfitting, and how can it be avoided using regularization techniques?
How do you perform outlier detection using machine learning techniques?
How do you handle outliers in time-series data?
What is multi-objective optimization, and how does it differ from single-objective optimization?
How do you select relevant features from a dataset to improve model accuracy?
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