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Practicing Statistics Interview Questions in Python
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Prerequisites
Hypothesis Testing in PythonSupervised Learning with scikit-learnProbability and Sampling Distributions
Exploratory Data Analysis
Statistical Experiments and Significance Testing
Regression and Classification
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FAQs
What types of statistics interview questions does this course cover?
The course covers conditional probabilities, Bayes theorem, central limit theorem, A/B testing, confidence intervals, hypothesis testing, the bias-variance tradeoff, and regression and classification concepts.
Is this course designed for people actively preparing for job interviews?
Yes. The exercises simulate analytical assessments and stats-based coding questions you would encounter in data science interviews, using Python for all solutions.
What datasets are used in the practice exercises?
You will work with web-based experiment results and Australian weather data among other datasets to practice answering interview-style statistics questions.
Does the course go beyond probability into machine learning topics?
Yes. The final chapter covers regression and classification models, model evaluation techniques, handling special cases, and the bias-variance tradeoff.
What prerequisites should I complete before this advanced course?
You need pandas, hypothesis testing, sampling, basic statistics, and supervised learning with scikit-learn. Strong foundations in these areas are essential for the interview-level exercises.
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