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- W4366730189 abstract "Running complex sets of machine learning experiments is challenging and time-consuming due to the lack of a unified framework. This leaves researchers forced to spend time implementing necessary features such as parallelization, caching, and checkpointing themselves instead of focussing on their project. To simplify the process, in this paper, we introduce Memento, a Python package that is designed to aid researchers and data scientists in the efficient management and execution of computationally intensive experiments. Memento has the capacity to streamline any experimental pipeline by providing a straightforward configuration matrix and the ability to concurrently run experiments across multiple threads. A demonstration of Memento is available at: https://wickerlab.org/publication/memento." @default.
- W4366730189 created "2023-04-24" @default.
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- W4366730189 date "2023-04-17" @default.
- W4366730189 modified "2023-09-27" @default.
- W4366730189 title "Memento: Facilitating Effortless, Efficient, and Reliable ML Experiments" @default.
- W4366730189 doi "https://doi.org/10.48550/arxiv.2304.09175" @default.
- W4366730189 hasPublicationYear "2023" @default.
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