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Amir Masoud Sefidian
2022-08-01
Categories
Artificial Intelligence
Data Science
Machine Learning
Mathematics
Python
Statistics and Probability
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
[…]
2022-06-19
Categories
Artificial Intelligence
Data Science
Machine Learning
Python
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
[…]
2022-06-16
Categories
Artificial Intelligence
Data Science
Machine Learning
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
[…]
2022-01-17
Categories
Artificial Intelligence
Data Science
Deep Learning
Feature Engineering
Machine Learning
Mathematics
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
[…]
2021-10-17
Categories
Data Science
Machine Learning
Mathematics
Python
Statistics and Probability
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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