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Enabling more efficient and cost-effective AI/ML systems with Collective Mind, virtualized MLOps, MLPerf, Collective Knowledge Playground and reproducible optimization tournaments.. CoRR, (2024)PANEL: Open panel and discussion on tackling complexity, reproducibility and tech transfer challenges in a rapidly evolving AI/ML/systems research., , , , , and . ReQuEST@ASPLOS, page 7. ACM, (2018)Invited Talk Abstract: Introducing ReQuEST: An Open Platform for Reproducible and Quality-Efficient Systems-ML Tournaments.. EMC2@ASPLOS, page 3. IEEE, (2018)A Practical Method for Quickly Evaluating Program Optimizations., , , and . HiPEAC, volume 3793 of Lecture Notes in Computer Science, page 29-46. Springer, (2005)A Community Roadmap for Scientific Workflows Research and Development., , , , , , , , , and 19 other author(s). WORKS, page 81-90. IEEE, (2021)SysML: The New Frontier of Machine Learning Systems., , , , , , , , , and 56 other author(s). CoRR, (2019)Dagstuhl Reports, Vol. 5, Issue 11 ISSN 2192-5283, , , , , , , , , and 1 other author(s). (2016)Collective Knowledge: Towards R&D sustainability., , and . DATE, page 864-869. IEEE, (2016)Federated benchmarking of medical artificial intelligence with MedPerf., , , , , , , , , and 64 other author(s). Nat. Mac. Intell., 5 (7): 799-810 (July 2023)Collective Knowledge: organizing research projects as a database of reusable components and portable workflows with common APIs.. CoRR, (2020)