Understanding Causal Machine Learning with Causalens

Causal machine learning has gained significant traction in recent years, as it provides a way to uncover causal relationships between variables in a dataset. Causalens is a London-based startup that has developed a platform for causal machine learning, which can help companies make more informed decisions. In this article, we will explore what Causalens is, what it does, and why it matters, as well as take a look at its recent funding round.

What is Causalens?

Causalens is a platform that specializes in causal machine learning, a type of machine learning that focuses on understanding the causal relationships between variables in a dataset. Causal machine learning is a powerful tool for companies that want to make data-driven decisions because it can help identify the underlying causes of certain outcomes. For example, a company might use causal machine learning to understand what factors contribute to customer churn or to identify the most effective marketing strategies.

What does Causalens do?

Causalens’ platform uses a variety of algorithms and techniques to uncover causal relationships in datasets. These include Bayesian networks, which can model complex dependencies between variables, and do-calculus, a method for inferring causation from correlations. Causalens also offers a suite of tools for data visualization and model interpretation, which can help users understand the results of their analyses.

Why does Causalens matter?

Causal machine learning has become increasingly important in recent years, as companies have realized the limitations of traditional machine learning approaches. Traditional machine learning models can be very accurate at predicting outcomes, but they do not necessarily provide insights into why certain outcomes occur. Causal machine learning, on the other hand, can help companies understand the underlying causes of certain outcomes, which can be invaluable for making informed decisions.

Causalens Funding Round

Causalens recently announced that it had raised $45m in a funding round led by 8VC, with participation from Gradient Ventures, Google’s AI-focused venture fund, and some other notable investors. The funding will be used to accelerate the development of Causalens’ platform and to expand the company’s sales and marketing efforts.


Causal machine learning has the potential to revolutionize the way companies use data to make decisions, and Causalens is at the forefront of this emerging field. With its powerful platform and recent funding round, Causalens is poised to continue driving innovation in the field of causal machine learning.



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