Tag: machine learning
Series Forecasting with Recurrent Neural Networks (LSTM)
By Kevin Speyer – Hands-on time series forecasting with LSTM – This post will to teach you how to build your first Recurrent Neural Network (RNN) for series predictions. In particular, we are going to use the Long Short Term Memory (LSTM) RNN, which has gained a lot of attention in the last years. LSTM […]
Introduction to Time Series Forecasting
By Kevin Speyer – Time Series Forecast – This post shows you how to approach a time series problem using machine learning techniques. Predicting the behavior of a variable over time is a common problem that one encounters in many industries, from prices of assets on the stock market to the amount of transactions per […]
How to run a clustering algorithm within PostgreSQL
By Kevin Speyer – In this post, we will cover a step by step guide on how to implement a clustering algorithm within PostgreSQL. The clustering algorithm is the well-known k-means, which splits data into groups by minimising the sum of the squared distances of each point to the corresponding group average. This method belongs […]
Implementation of a Reinforcement Learning algorithm from scratch
By Kevin Speyer After reading this post you will be able to write your first Reinforcement Learning program to solve a real life problem – and beat Google at it. Reinforcement Learning (RL) has gained a lot of attention due to its ability to surpass humans at numerous table games like chess, checkers and Go. […]
Machine Learning in PostgreSQL Part 1: Kmeans clustering
By Hernan Resnizky – Machine Learning without leaving the Database – Kmeans Every company has the opportunity to improve its decision-making process with minimal effort through the use of machine learning. However, the drawback is that for most of the DBMS, you will need to perform your Machine Learning processes outside the database. This is […]
Preparing data for machine learning in PostgreSQL
You have probably noticed that everyone is talking about Artificial Intelligence and Machine Learning these days. Quite rightly, because it is a very important topic, which is going to shape our future for sure. However, when looking at most of the code related to machine learning available on the net, it strikes me, how much […]