<?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/C322CD7D-D6DA-4F98-A80D-6D0849818DF5" ns1:id="C322CD7D-D6DA-4F98-A80D-6D0849818DF5"><ns1:links><ns1:link ns1:href="http://gtr.ukri.org/gtr/api/persons/5D85F249-A19F-4D88-8061-F97E2630E0A8" ns1:rel="PM_PER"/><ns1:link ns1:href="http://gtr.ukri.org/gtr/api/organisations/D92734BC-2B3C-4160-B930-632596D7C465" ns1:rel="LEAD_ORG"/><ns1:link ns1:href="http://gtr.ukri.org/gtr/api/organisations/D92734BC-2B3C-4160-B930-632596D7C465" ns1:rel="PARTICIPANT_ORG"/><ns1:link ns1:end="2025-08-30T23:00:00Z" ns1:href="http://gtr.ukri.org/gtr/api/funds/73CE0FD2-E479-452E-BE9D-0A0411F64870" ns1:rel="FUND" ns1:start="2023-07-31T23:00:00Z"/></ns1:links><ns2:identifiers><ns2:identifier ns2:type="RCUK">10053452</ns2:identifier></ns2:identifiers><ns2:title>The University of Liverpool and Earlam and Partners Limited KTP 22_23 R4</ns2:title><ns2:status>Closed</ns2:status><ns2:grantCategory>Knowledge Transfer Partnership</ns2:grantCategory><ns2:leadFunder>Innovate UK</ns2:leadFunder><ns2:abstractText>To develop a lightweight explainable deep learning model for Commodity Price Prediction system that runs using a standard desktop machine, tells users how predictions were arrived at and provides additional insights for producers and processors of agricultural commodities, especially in developing parts of the world.</ns2:abstractText></ns2:project>