Machine Learning in Finance
The financial and banking sectors are incredibly data-rich, with millions of transactions and transfers occurring every day. Data-led decisions are an integral […]
What is Covariate Shift?
Covariate shift is a specific type of dataset shift often encountered in machine learning. It is when the distribution of input data shifts […]
A/B Testing for Machine Learning
A/B testing is an optimisation technique often used to understand how an altered variable affects audience or user engagement. It’s a common […]
What is Cross Validation in Machine Learning
Cross validation is the use of various techniques to evaluate a machine learning model’s ability to generalise when processing new and unseen datasets. […]
Machine Learning Optimization – Why is it so Important?
The concept of optimisation is integral to machine learning. Most machine learning models use training data to learn the relationship between input […]
What is Deep Learning?
Deep learning is a form of machine learning which aims to mimic and imitate the processes of the human brain through machine learning […]
Outlier Detection and Analysis Methods
Outlier detection is a key consideration within the development and deployment of machine learning algorithms. Models are often developed and leveraged to […]
Machine Learning Concept Drift – What is it and Five Steps to Deal With it
Concept drift is a major consideration for ensuring the long-term accuracy of machine learning algorithms. Concept drift is a specific type of model […]
How to Deploy your Machine Learning Models
Machine learning deployment is the process of deploying a machine learning model in a live environment. The model can be deployed across […]
Transfer Learning for Machine Learning
Transfer learning for machine learning is when elements of a pre-trained model are reused in a new machine learning model. If the […]
Four Types of Machine Learning Algorithms Explained
Machine learning is increasingly becoming more important to the everyday function of the modern world. Machine learning algorithms are behind a range […]
What is Kubernetes?
Kubernetes is an open-source platform used to orchestrate and manage containers and containerised applications. It allows for the automation of key elements […]