<?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="2026-06-03T15:52:43Z" ns1:href="http://gtr.ukri.org/gtr/api/projects/4F0E4CD2-EAA8-491E-91DF-DBEA8341307B" ns1:id="4F0E4CD2-EAA8-491E-91DF-DBEA8341307B"><ns1:links><ns1:link ns1:href="http://gtr.ukri.org/gtr/api/organisations/362276FA-9E5A-44ED-B712-530B69176157" ns1:rel="LEAD_ORG"/><ns1:link ns1:href="http://gtr.ukri.org/gtr/api/organisations/362276FA-9E5A-44ED-B712-530B69176157" ns1:rel="PARTICIPANT_ORG"/><ns1:link ns1:end="2019-05-30T23:00:00Z" ns1:href="http://gtr.ukri.org/gtr/api/funds/2416F1CB-D0A4-43FD-BF6E-D0CF60A37800" ns1:rel="FUND" ns1:start="2019-01-01T00:00:00Z"/></ns1:links><ns2:identifiers><ns2:identifier ns2:type="RCUK">511397</ns2:identifier></ns2:identifiers><ns2:title>University of Manchester and Kalibrate Technologies Limited</ns2:title><ns2:status>Closed</ns2:status><ns2:grantCategory>Knowledge Transfer Partnership</ns2:grantCategory><ns2:leadFunder>Innovate UK</ns2:leadFunder><ns2:abstractText>To develop and embed machine learning and artificial intelligence techniques to create predictive network planning and location selection models capable of determining optimal infrastructure needs based on projected demand.</ns2:abstractText></ns2:project>