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autoencoder-tutorial

This is a tutorial of autoencoders in python.

azad-academy

azad-academy.github.io

dcgan-bicycles

This is a tutorial of DCGAN in python trained on bicycle images

denoising-diffusion-model

A simple guide to diffusion models. Helpful in understanding the concept and practicing with the method.

dl-convolutions

A GUI Visualization Tool with Explanation and Implementation of 1D/2D Convolutions.

kl_cross_entropy

Learning Tutorial on KL-Divergence and Cross Entropy

mlbasics-ann

A Lesson and an interactive Tool for learning Artificial Neural Networks. (Implementation of Forward/Backprop algorithm using numpy)

mlbasics-clustering

Implementation of Clustering Algorithms

mlbasics-decisiontrees

A Lesson & implementation of Decision Tree Classifier in Numpy and Python

mlbasics-dimensionalityreduction

Demo of various dimensionality reduction methods

mlbasics-evaluation

Implementation of a linear, polynomial and Harmonic Classifier with Explanation of various Evaluation Methods in Machine Learning.

mlbasics-regression

A Lesson on Linear, Non-Linear and Logistic Regression.

mlbasics-svm

A lesson on Support Vector Machines

personalized-diffusion

A Tutorial on Customized Image Generation by Fine-Tuning the Stable Diffusion Models

stable-diffusion-model-tutorial

An easy guide to stable diffusion models.

transformer-attention

A comprehensive tutorial on attention computation in a transformer model.

var_autoencoder

This is a tutorial of variational autoencoder in python.

vision-transformers

A review of the concept and examples of the vision transformers for various applications.