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I applied via AngelList and was interviewed in Oct 2022. There were 4 interview rounds.
After screening call by HR first round was a technical + live coding round over coderbyte.
Technical questions from Python Pandas and Predictive analysis.
For coding shared dataset and need to run some queries like visualization of data, filtering data using Pandas and Matplotlib.
Given a dataset and problem statement, need to complete data analysis and visualization.
At the end need to train model for predictions.
Discussion over given assignment. Need to explain approach and understanding of the problem statement.
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I applied via Company Website and was interviewed before Jan 2020. There was 1 interview round.
I applied via Campus Placement and was interviewed before Sep 2020. There were 3 interview rounds.
I applied via Job Portal and was interviewed in Dec 2021. There were 2 interview rounds.
I applied via Company Website and was interviewed in Aug 2021. There was 1 interview round.
The choice of ML model depends on the problem, data, and desired outcome.
Consider the problem type: classification, regression, clustering, etc.
Analyze the data: size, quality, features, and target variable.
Evaluate model performance: accuracy, precision, recall, F1-score.
Consider interpretability, scalability, and computational requirements.
Experiment with multiple models: decision trees, SVM, neural networks, etc.
Use...
I applied via LinkedIn and was interviewed in Mar 2021. There were 3 interview rounds.
I have worked on various projects involving machine learning algorithms, hyperparameter tuning, cross validation, and evaluation metrics.
Developed a predictive model for customer churn using logistic regression and decision trees
Used random forest algorithm for image classification in a computer vision project
Implemented hyperparameter tuning using grid search and randomized search for a sentiment analysis project
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