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Implementation of ROC AUC Score
loss
code
This post is a continuation of the ROC and AUC Interpretation. Please make sure that you understand that post before reading this one.
Feb 3, 2025
Madiyar Aitbayev
ROC and AUC Interpretation
math
cv
loss
A
binary classification
is a machine learning model that classifies input data into two classes. We need different metrics to train or evaluate the performance of ML models.…
Jan 31, 2025
Madiyar Aitbayev
Linear Equation Intuition
math
A
linear equation
is an equation in the form
\(a_1x_1+\cdots+a_nx_n+b=0\)
. In two dimensions, it’s an
equation of a line
\(ax+by+c=0\)
, while in three dimensions, it’s an
equ…
Jan 20, 2025
Madiyar Aitbayev
Dot Product Intuition
math
The
dot product
(or
scalar product
) is a simple yet powerful operation that is used in many places in Machine Learning and other fields. In this post, I will explain the…
Jan 13, 2025
Madiyar Aitbayev
Geometric Intuition for Jensen’s Inequality
convex function
jensen
Jensen’s inequality is fundamental in many fields, including machine learning and statistics. For example, it is useful in the diffusion models paper for understanding the…
Jan 4, 2025
Madiyar Aitbayev
Why does L1 regularization encourage coefficients to shrink to zero?
basics
loss
l1
l2
lasso
ridge
Regularization is a common method for dealing with overfitting in Machine Learning (ML). The simplest and most widely used methods are L1 (Lasso) and L2 (Ridge). The L1 and…
Dec 27, 2024
Madiyar Aitbayev
WIP: High-Resolution Image Synthesis with Latent Diffusion Models Notes
stable
diffusion
paper
My notes for the “High-Resolution Image Synthesis with Latent Diffusion Models” paper. Feel free to ask questions on my telegram channel
Jul 22, 2024
Madiyar Aitbayev
Auto-Encoding Variational Bayes Notes
diffusion
paper
autoencoder
My notes for the “Auto-Encoding Variational Bayes” paper. Feel free to ask questions on my telegram channel
Jul 21, 2024
Madiyar Aitbayev
Denoising Diffusion Probabilistic Models
diffusion
paper
My notes for the “Denoising Diffusion Probabilistic Models” paper. Feel free to ask questions on my telegram channel
Jul 15, 2024
Madiyar Aitbayev
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