This report constitutes deliverable D4.5 and details the activities carried out in Task 4.3 to explore the application of techniques from the field of Machine Learning to astronomical archive search capabilities.

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ESCAPE brings together a large fraction of the European research infrastructures (RI) in Astronomy, Astrophysics, Particle and Nuclear Physics. These RIs are ESFRI facilities and landmarks such as CTA, ELT, EST, FAIR, HL-LHC, KM3Net and SKA as well as other pan-European research infrastructures such as CERN, ESO, JIV-ERIC and EGO.

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The Data Lake Model developed in ESCAPE's WP2 federates different distributed storage systems via a high level Data Management layer: Rucio.

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Milestone 33 was achieved in November 2021 with the development of functionality which integrates the Rucio query functionality in ESCAPE Work Package 5's ESFRI Science Analysis Platform (ESAP) with the Data Lake as a Service tooling developed in Work Package 2.

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International Virtual Observatory Alliance (IVOA) ‘Northern-Autumn’ Interoperability Meeting was held as an on-line event from November 2-4, 2021. It was the fourth Interoperability Meeting to be organised on-line due to the continuing COVID-19 virus global pandemic.

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Milestone 32 was achieved in late September 2021. The ESAP prototype is now capable querying the WP3 Open-source scientific Software and Service Repository (OSSR) for available software and presenting that to users so that it may be selected and launched through the ESAP interface.

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"Milestone 17 was achieved by reviewing the actual progress of the common software and service proposition from the project partners and collecting the status of the onboarding processes to the OSSR.

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This document reports on the current status of ESAP, the ESFRI Science Analysis Platform.

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The Second ESCAPE WP5 Workshop took place on 5 August 2021.

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The CEVO Work Package reached its third Milestone, namely the MS22 “Progress and priorities at IVOA(3)”.

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With more than 1000 registrations, the ESCAPE Summer School on Data Science for Astronomy, Astroparticle & Particle Physics held online from 7 to 18 June 2021 was a success.

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