An introduction to the principles that are important for AI development in terms of fairness and ethical considerations.

The third step to a successful AI implementation is deployment. Even if you get good results on a test dataset, it doesn't mean that the model will work well in production. Therefore, we will show you some examples of checks and tests.

The second step to a successful AI implementation is model development. Often overlooked, the first step in AI model development is to decide on the combination of model and data that will meet the objectives you are looking for.

In scoping, it is important to start by defining the exact problem that needs to be solved. This article describes scoping as the first step to a successful AI implementation.

In an awareness survey conducted in Japan in 2020, nearly 80% of individual investors said they would use a company's ESG initiatives as a basis for their investment decisions. We have therefore summarised the value, challenges and future of ESG investment, which continues to grow.

So with this lack of predictability, how can we most effectively manage an AI development project? While there are no industry standard best practices, we can share some observations we’ve made throughout years of experience as well as through discussions with many industry players.

We have distilled our experience to a six point checklist that can be used by any decision maker in an organization to implement a technological change program that will result in a measurable positive impact in your organization’s sustainability footprint.

Material discovery is a research area with the potential to increase the sustainability of our economy in several ways. For example, by improving the efficiency of existing products and industrial processes, as well as enabling new applications and technologies that were not possible before.

The field of modern medicine is ripe for disruption. Biological systems are complex, high-dimensional and hard to describe using traditional scientific methods

The sustainable development goals were set in 2015 by the United Nations to guide our society towards a fairer, healthier and cleaner future.

As the world's population grows, we are faced with the delicate balancing act between ensuring a comfortable, healthy and meaningful life for billions of people while preserving the ecological balance of our earth’s ecosystems, already precariously close to destruction.