Big Data Machine Learning & AI
Bayesian Optimization
Bayesian “methods” are becoming increasingly more popular for modelling and data analyses. They express things...
Read More...Catch up on our latest publications, conferences, projects, news and more.
You can use the search box or the filters function to narrow down results.
Find a publication
Big Data Machine Learning & AI
Bayesian Parameter Estimation
Often, we want to describe a process using a model. Having collected some data, we...
Read More...
Big Data Machine Learning & AI
Kalman Filter
This post was originally published in two parts which have been combined below. Part 1...
Read More...
Big Data Machine Learning & AI
When to use Machine Learning
Machine Learning (ML) and Artificial Intelligence (AI) are at the forefront of many technologies. ML...
Read More...
Big Data Machine Learning & AI
Stochastic Process Simulations and Variability Analysis
Stochastic Process Simulations and Variability Analysis In addition to knowing how inputs affect the average...
Read More...
Big Data Machine Learning & AI
Data Science – Non-parametric Regression
This post was originally published in two parts which have been combined below. Part 1...
Read More...
Big Data Machine Learning & AI
Data Analysis – Understanding Uncertainty
In data analysis, understanding uncertainty is key. Inherent variability in physical processes, and the uncertainty...
Read More...
Big Data Machine Learning & AI
Shapley Values
How to understand a model To better interpret machine learning (ML) models, we can use...
Read More...
Big Data Machine Learning & AI
Model Interpretability
Why should you trust predictions made by a machine? Frequently machine learning (ML) models are...
Read More...
Big Data Machine Learning & AI
Machine Learning for Banking – Case Study
This case study covers our unchurn tool, a Machine Learning customer churn prediction tool for...
Read More...
Big Data Machine Learning & AI
Convolutional neural networks
Convolutional neural networks (ConvNets) are routinely used in image recognition, with state-of-the-art performance for object...
Read More...
Big Data Machine Learning & AI
Image Analysis – Ridge Detection
When conducting industrial #research, images of the evolving process can provide a wealth of information...
Read More...