Machine Learning

Algorithms and statistical models that improve task performance through experience and data, rather than explicit programming.

You have more data at your disposal than ever before; AI/ML modelling gives you the tools to convert that into a powerful source of new value.

What is Machine Learning?

AI and Machine Learning (ML) are already powering tools that give your business decision-making process a powerful upgrade. The technology is here and proving itself in the market.

As Artificial Intelligence and Machine Learning models play an increasingly significant role in the business decisions of companies today, all businesses must consider some critical issues around the governance of data and AI in particular:

  • How do you ensure your models are delivering ethical and explainable outcomes?
  • How do you build and maintain processes around AI models?

Businesses must also consider what safety nets they should have in place to monitor the performance and degradation of their models over time.

Building AI/ML models for a one-time insight is relatively straightforward. However, managing models over time and making them useful for your business operations is much more challenging.

There's more to it...

Anomaly Detection

We have developed Machine Learning algorithms to predict if a data point is outside the normal bounds concerning all the data features that determine ‘normality’ for that time slice of data. The model’s output is an alert that triggers every time there is a spiked anomaly or a pattern in the data that is atypical.

Auditing Model Bias

There is no off-the-shelf solution to combat bias. We work with your team to analyse all steps of a Machine Learning pipeline, from data analysis to training and evaluation, and devise an audit approach tailored to your project.

Predictive Modelling

Predictive modelling can become a cornerstone of our clients’ strategies as they are enabled, by our data science solutions, to make better-informed acquisition strategies, enhance customer experiences, and remove uncertainty from business decisions.

Forecasting

We build models directly on raw time series data or use more sophisticated and complex data (e.g. satellite imagery, weather forecasts etc.) that may influence your forecast. We train your models on historical data to ensure they are robust and accurately predict past behaviour.

Mosaic for ML

Our platform provides the backbone for end-to-end ML operations, managing the pipelines and the health of the models over time. We take care of the security of your data, the interconnected ecosystem of your micro models, production and deployment infrastructure and the interoperability with other source tools and open APIs. We are agnostic to the source of your model, from IBM Watson to Amazon SageMaker. Industry-standard tools like SparkML and Tensorflow underpin our platform.

We help you accelerate your models out of experimental test labs and into the real world of your business operations.

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Reach out today and find out how we can help solve your problems.

Brainnwave
2 Walker Street,
Edinburgh,
EH3 7LA

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Brainnwave
20 St Andrew Street,
London,
EC4A 3AG

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