Salfade Tutorials

Decision Tree : ID3 Algorithm with 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.

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.

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.

Artificial Neural Networks : Backpropagation

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

Implementation of PCA using ML library (Python)

In this article, I'm going to discuss how to implement PCA using machine learning library (in Python) step by step.

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.

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.

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.

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.