Salfade Tutorials

A series of fortunate events

Layers of a Convolutional Neural Network (Part 1)

In this article, I'm going to discuss the convolutional layer of a CNN and how it works using an Example.


Artificial Neural Networks : Backpropagation

From this article, you can learn what is 'Backpropagation', the mathematics behind it and how it works using an Example.


Visualizing the Output Images of the Convolutional Layers of a CNN

Have you ever wondered ‘How do the output images of the convolutional layers of a Convolutional Neural Network (CNN) look like?’. If yes, then this article is for you.


Artificial Neural Network : From Scratch in Python (For Beginners)

In this article, I'm going to discuss the implementation of 'Forward propagation' and 'Backpropagation' of an Artificial Neural Network from scratch.


How does 'A Content Based Recommender System' work?

This article mainly focuses on the theory behind Content Based Recommender Systems and explains it using an Example.


Implementation of a Content Based Recommender System from Scratch


Naive Bayes Classifier : An Example with Numerical features

This article discusses how a Naive Bayes classifier works on the data samples with numerical features using an Example.


Naive Bayes Classifier : An Example with Categorical features

This article discusses what is a Naive Bayes classifier and how it works on the data samples with categorical features using an Example.


Decision Tree : ID3 Algorithm with an Example


Convolutional Neural Network : Introduction, Brief History, Structure, Operation, Pros and Cons

This article discusses what is a Convolutional Neural Network, its brief history, structure, operation, pros and cons.


PCA from Scratch (Python) & Signs of Principal Components

In this article, I'm going to discuss the implementation of PCA from scratch and what the signs of principal components indicate.


PCA : A Simple way to understand with an Example

From this article, you can learn not only the concept and mathematics of PCA, but also how to apply PCA on data samples with an 'Example'.


Building a CNN model for the Classification of Fashion MNIST (Step by Step)

This article explains the basics of how to build a CNN model for the classification of Fashion MNIST dataset (Step by Step).


Artificial Neural Networks : Forward Propagation

In this article, I'm going to discuss what is an Artificial Neural Network, types of it, what is Forward Propagation and how it works using an Example.


Layers of a Convolutional Neural Network (Part 2)

In this article, I'm going to discuss the Nonlinear layer, Pooling layer and Fully connected layer of a CNN and how they work using an Example.