Building Multivariate Time Series Models for Stock Market Prediction with Python

Time series prediction has become a major domain for the application of machine learning and more specifically recurrent neural networks. Well-designed multivariate prediction models are now able to recognize patterns in large amounts of data, allowing them to make more … Continued

Will they Buy or just Browse? Predicting Purchase Intentions of Online Shoppers with Python

Many online shops welcome countless visitors each day. However, only a fraction of these visitors will actually make a purchase. The rest just browses through the websites and does not make a transaction. This blog post is dedicated to the … Continued

Evaluate Time Series Forecasting Models with Python

Time series forecasting models Evaluating the performance of forecasting models is important and a crucial step in their development. This is especially the case for time series forecasting models. Compared to classification models, time series predictions cannot easily be divided … Continued

Measuring Prediction Errors in Time Series Forecasting (Python Cheat Sheet)

Measuring prediction errors in time series forecasting Measuring prediction errors is an important step in the process of developing a predictive machine learning model. In time series forecasting, model performance is typically measured with different error metrics, each of which … Continued

Multi-step Time Series Forecasting with Python: Step-by-Step Guide

Multi-step time series forecasting Time series forecasting is about estimating the future value of a time series on the basis of past data. Many time series problems can be solved by looking a single step into the future. I have … Continued

Geographic Heat Maps: Visualizing COVID-19 Data

Create geographic heat maps using GeoPandas Currently, there is a great need to provide relevant information on COVID-19. Geographic heat maps are particularly suitable for this purpose. A geographical heat map shows a map in which different regions or elements … Continued