# Monthly archives: February, 2018

## General Mathematics, Linear algebra, and Calculus.

In Machine Learning we use few mathematical terms that are important and frequently used, with this article I tried to list down those important keywords. When we walk on ML, we need a clear visualization of these terms so that we can understand what we want to achieve by using the algorithms. Machine learning is …

## Multi-class classification

The multi-class classification is to assign an instance to one of the sets of classes. scikit-learn uses a strategy called one-vs.-all, or one-vs.-the-rest, to support multi-class classification. The goal of multi-class classification is to assign an instance to one of the sets of classes We can download the data from https://www.kaggle.com/c/sentiment-analysis-on-movie-reviews/data, the use following steps: Import the …

## Logistic Regression

A Classical way, Logistic Regression is the younger son of Mr.ML, he is very efficient in predicting any problem associated with binary values. Whenever any person comes to Mr.ML and having problems like will his loan approves or not?, is it possible that he gets profit this year or not?, usually he asks his son Logistic …

## Algebra

Today, I am going to tell you a story of a Philosopher, Mr.Mathematics. He is a philosopher of calculation. He is as old as the sun or the moon. With his philosophy, we measure distance, predict the basics of time. His wife is Lady Calculation. She is intellectual, smart and honest. Now I know you …

## List Comprehension

Python supports a concept called “list comprehensions”. It can be used to construct lists in a very natural, easy way, like a mathematician is used to do. List comprehension is a complete substitute for the lambda function as well as the functions map(), filter() and reduce().Usually we write mathematical collection of prime numbers, even and odd …

## Deep Learning-Basics

Perceptron an artificial Neuron A brain is composed of cells called neurons that process information and connections between neurons called synapses through which information is transmitted. It is estimated that the human brain is approximately composed of 100 billion neurons and 100 trillion synapses. The following image, represents the main components of a neuron are dendrites, …