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Amir Masoud Sefidian
2023-03-26
Categories
Artificial Intelligence
Computer Vision
Data Science
Deep Learning
Keras
Machine Learning
Mathematics
NLP
PyTorch
Tensorflow
Coursera Deep Learning Specialization Notes
3
mins read
A couple of years ago I completed Deep Learning Specialization taught by AI pioneer Andrew Ng. I found this series
[…]
2022-11-16
Categories
Artificial Intelligence
Bayesian Statistics
Data Science
Machine Learning
Mathematics
Python
Statistics and Probability
Repository for implementation of statistics concepts for Data Science in Python
3
mins read
The field of statistics is becoming increasingly important in the world of data science and machine learning. I have recently
[…]
2022-08-18
Categories
Artificial Intelligence
Data Science
Machine Learning
Mathematics
A guide on regression error metrics (MSE, RMSE, MAE, MAPE, sMAPE, MPE) with Python code
20
mins read
One of the most frequently utilized tools in a data scientist’s toolbox is regression. To evaluate the quality of a
[…]
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
[…]
2022-03-02
Categories
Linear Algebra
Mathematics
Understanding Jacobian and Hessian matrices with example
19
mins read
This post will provide you with an introduction to the Jacobian matrix and the Hessian matrix, including their definitions and
[…]
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