Machine Learning

Mar 17, 2020

8 min read

Exploratory Data Analysis in Python

Exploratory Data Analysis helps us become familiar with the data we are using to solve the problem statements by using various tools and methods. Today, we look at histograms, scatterplots, box-plots and more in this blog....

Mar 09, 2020

18 min read

Building and Regularizing Linear Regression Models in Scikit-learn

In this blog, we bring our focus to linear regression models & discuss regularization, its examples (Ridge, Lasso and Elastic Net regularizations) and how they can be implemented in Python using the scikit learn library....

Feb 13, 2020

14 min read

Introduction to XGBoost in Python

XGBoost is a gradient boosting model which reduces computation time and consumes fewer resources. Python code to predict long-short on US stocks is also covered...

Jan 13, 2020

12 min read

Principal Component Analysis in Trading

We will try to understand the principal component analysis and its application in trading. We also understand Eigenvalues and Eigenvectors along with covariance, which is used in Principal Component Analysis....

Nov 05, 2019

15 min read

Introduction to Support Vector Machines

In this article, we will understand how support vector machines work and its application in trading. We will also go through the maths behind the SVM and the process of using it in a non-linear model....

Oct 17, 2019

14 min read

Scikit Learn Tutorial: Installation, Requirements and Building Classification Model

In this Scikit learn tutorial, we will see how we can leverage the power and simplicity of Scikit Learn to build a classification model (also called a classifier) and tune its parameters in a step by step guide....

Sep 26, 2019

17 min read

Trading Using Machine Learning In Python

In this Python machine learning tutorial, we have tried to understand how machine learning has transformed the world of trading and then we create a simple Python machine-learning algorithm to predict the next day’s closing price for a stock....

Sep 12, 2019

29 min read

K-Means Clustering Algorithm For Pair Selection In Python

In this article on the K-means machine learning algorithm, we will understand how it works and its importance in the world of statistical arbitrage trading. We will also develop and code a Statarb strategy using the K-means algorithm....

Sep 05, 2019

18 min read

Neural Network In Python: Introduction, Structure And Trading Strategies

In this Neural network in Python tutorial, we would understand the concept of neural networks, how they work and their applications in trading....