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7 min read
How Do Machines Learn? Meta-learning As an Approach
In the previous two blogs in the series, we addressed what makes machine learning models trustworthy and how machine...
Significant investment in sonar hardware has led to increasing numbers of higher fidelity data streams. However, the increased range and sensitivity of these sensors can only be realised if operators can efficiently get insight from the raw data. Mind Foundry augments traditional sonar processing approaches with AI to increase system flexibility. This expedites the identification of signals of interest, and ensures potential contacts are handled swiftly and effectively, no matter the deployment mode.
From radar to satellite imagery to communications and cyber, increased sensor availability and fidelity has led to a massive untapped opportunity to inform operators to a level that has never been seen before. Mind Foundry’s sensor fusion and complex signal processing engine combines cutting edge AI with traditional tried and tested signal processing techniques, to provide the intuitive answers that operators across the spectrum need to target their focus and rapidly make informed decisions.
Mind Foundry’s fundamental capabilities in cutting edge algorithmic techniques allow us to design new neural network architectures for processing images directly on a satellite with limited power, compute and memory capabilities, as well as enabling in situ updates based on learnings. Processing at the edge reduces bandwidth of data transfer, and increases the timeliness of detection of objects and areas of interest, even in the most remote settings.
This includes the launch of an ultra low-power image segmentation model that performs in-orbit data processing to detect changes in earth’s forests and oceans. This data improves our ability to make timely, informed solutions to address critical global priorities, like combatting climate change, preventing disasters, and improving emergency response.
Explore our work with Palantir and Satellogic →
Organisational intelligence is challenging to achieve and goes far beyond simply adding AI capabilities to your toolbox or hiring a team of data analysts and hoping for the best. This is not so much about learning how to harness AI as a tameable beast but more about how to bring it into your team as a trusted and responsible member. At Mind Foundry, we open the door to Organisational Intelligence through an unwavering commitment to continuous organisational learning that enables both human and synthetic agents to learn and improve as they collaborate toward the shared goals of a modern organisation.
Police intelligence volumes are doubling in size every two years as data in the form of internet activity, mobile phone information and other digital footprints relevant to investigations rapidly increases in scale. Mind Foundry’s Platform for Intelligence Management helps
modern police forces turn this additional data into an opportunity to expedite and improve intelligence processing with AI.
When faced with outcomes at the scale of populations, governments are subjected to uniquely demanding requirements, for scaleability, precision, reliability, compliance and more.
Mind Foundry is a trusted partner for building Responsible AI solutions with demonstrable experience in provenance and decisioning technologies - working with key stakeholders to position AI with precision and unlock new efficiencies. Responsible by design, Mind Foundry’s AI is designed to be a trusted member of your team.
Grounded in our Oxford University heritage, we believe education is key to understanding and leveraging the full potential of AI. Mind Foundry offers a range of programs to educate and upskill individuals from a range of technical backgrounds to ensure they are best placed to collaborate on the design, use and maintenance of AI solutions.
Contact our Security and Defence specialists to learn more about working with Mind Foundry.
