J. Rafid Siddiqui's repositories
denoising-diffusion-model
A simple guide to diffusion models. Helpful in understanding the concept and practicing with the method.
stable-diffusion-model-tutorial
An easy guide to stable diffusion models.
personalized-diffusion
A Tutorial on Customized Image Generation by Fine-Tuning the Stable Diffusion Models
kl_cross_entropy
Learning Tutorial on KL-Divergence and Cross Entropy
autoencoder-tutorial
This is a tutorial of autoencoders in python.
MLBasics-ANN
A Lesson and an interactive Tool for learning Artificial Neural Networks. (Implementation of Forward/Backprop algorithm using numpy)
var_autoencoder
This is a tutorial of variational autoencoder in python.
DL-Convolutions
A GUI Visualization Tool with Explanation and Implementation of 1D/2D Convolutions.
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-Regression
A Lesson on Linear, Non-Linear and Logistic Regression.
transformer-attention
A comprehensive tutorial on attention computation in a transformer model.
vision-transformers
A review of the concept and examples of the vision transformers for various applications.
MLBasics-Evaluation
Implementation of a linear, polynomial and Harmonic Classifier with Explanation of various Evaluation Methods in Machine Learning.
dcgan-bicycles
This is a tutorial of DCGAN in python trained on bicycle images
MLBasics-SVM
A lesson on Support Vector Machines