Machine Learning

Learn basics to advanced concepts in machine learning and its implementation in financial markets. Includes deep learning, tensor flows, installation guides, downloadable strategy codes along with real-market data.

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....

Sep 03, 2019

24 min read

Machine Learning Basics

This article on Machine Learning Basics aims to clarify Machine Learning basic concepts including evolution, classification & applications of Machine Learning....

Aug 22, 2019

20 min read

Machine Learning In Trading Q&A By Dr. Ernest P. Chan

A Machine Learning in Trading Q&A session with Dr. Ernest Chan. You are free to ask him any query pertaining to this topic....

May 13, 2019

3 min read

Ensemble Methods - Bagging And Boosting

This blog demonstrates some methods to improve the performance of decision trees & focus on ensemble methods like Bagging and Boosting to build decision trees....

Apr 18, 2019

5 min read

Gini Index For Decision Trees

This blog aims to introduce and explain the concept of Gini Index and how it can be used in building decision trees, along with an example....

Mar 12, 2019

7 min read

Random Forest Algorithm In Trading Using Python

This blog discusses what are Random Forests, how do they work, how they help in overcoming the limitations of decision trees....

Feb 14, 2019

9 min read

Top 10 Machine Learning Algorithms For Beginners

Harness the power of machine learning to make better trades. Let us understand the top 10 machine learning algorithms for beginners...

Jan 28, 2019

11 min read

Cross Validation In Machine Learning Trading Models

After reading this, you will be able to determine if your model is good in predicting which signal and performance of model in different stress scenarios...