2022-08-01
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A simple tutorial on Sampling Importance and Monte Carlo with Python codes

16 mins read Introduction In this post, I’m going to explain the importance sampling. Importance sampling is an approximation method instead of a […]
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2022-06-19
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Understanding Micro, Macro, and Weighted Averages for Scikit-Learn metrics in multi-class classification with example

11 mins read The F1 score, also known as the F-measure, stands as a widely-used metric to assess a classification model’s performance. When […]
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2022-06-16
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Machine Learning Interview: Classical Algorithms

40 mins read In this post, I will provide the answers to the questions for the online ML interview book. 1) What are […]
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2022-01-17
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Machine Learning Interview: Sampling and dataset generation

68 mins read In this post, I will provide the answers to the questions for the online ML interview book. 1)If you have […]
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2021-10-17
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Important probability distributions for Data Science with Python code

33 mins read For a data scientist aspirant, Statistics is a must-learn thing. It can process complex and challenging problems in the real […]
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