<?xml version="1.0" encoding="UTF-8"?><ns2:project xmlns:ns1="http://gtr.rcuk.ac.uk/gtr/api" xmlns:ns2="http://gtr.rcuk.ac.uk/gtr/api/project" xmlns:ns3="http://gtr.rcuk.ac.uk/gtr/api/fund" xmlns:ns4="http://gtr.rcuk.ac.uk/gtr/api/person" xmlns:ns5="http://gtr.rcuk.ac.uk/gtr/api/project/outcome" xmlns:ns6="http://gtr.rcuk.ac.uk/gtr/api/organisation" ns1:created="2026-07-08T08:44:08Z" ns1:href="http://gtr.ukri.org/gtr/api/projects/58466A69-95D4-4B79-ABE7-9E30F35C7867" ns1:id="58466A69-95D4-4B79-ABE7-9E30F35C7867"><ns1:links><ns1:link ns1:href="http://gtr.ukri.org/gtr/api/persons/52D88B82-48A8-4200-A96F-2DC52F72EA78" ns1:rel="PM_PER"/><ns1:link ns1:href="http://gtr.ukri.org/gtr/api/organisations/58540308-B31B-4AE1-82C7-7A9C59BA9B6F" ns1:rel="LEAD_ORG"/><ns1:link ns1:href="http://gtr.ukri.org/gtr/api/organisations/58540308-B31B-4AE1-82C7-7A9C59BA9B6F" ns1:rel="PARTICIPANT_ORG"/><ns1:link ns1:end="2023-11-30T00:00:00Z" ns1:href="http://gtr.ukri.org/gtr/api/funds/573AAC72-D68C-4182-A41E-548BE52CA16D" ns1:rel="FUND" ns1:start="2023-05-31T23:00:00Z"/></ns1:links><ns2:identifiers><ns2:identifier ns2:type="RCUK">10064479</ns2:identifier></ns2:identifiers><ns2:title>A novel automated machine learning platform for predictive yield optimisation and real time tracking and tracing.</ns2:title><ns2:status>Closed</ns2:status><ns2:grantCategory>Collaborative R&amp;D</ns2:grantCategory><ns2:leadFunder>Innovate UK</ns2:leadFunder><ns2:abstractText>Manufacturing AutoML is an AI-based platform for optimising chemical manufacturing processes. This is achieved using advanced technologies for automated predictive yield optimisation and real-time tracking and tracing.

Uniquely, Manufacturing AutoML will make these advanced tools accessible to non-technical users through our proprietary no-code interface. For the first time, chemists will be able to directly operate and interact with this advanced technology, without needing expertise in machine learning.</ns2:abstractText></ns2:project>