June 5, 2024 - 1:00 PM

Webinar: Confronting The Reproducibility Crisis In Machine Learning: Navigating Best Practices And Avoiding Pitfalls

Past EventsWebinars

Event Organizer: Society for Imaging Informatics in Medicine.

Event Website: https://siim.org/webinar/confronting-the-reproducibility-crisis-in-machine-learning-navigating-best-practices-and-avoiding-pitfalls/

Event Overview:

“Join us as we explore the core challenges and solutions in enhancing the reproducibility and generalizability of machine learning projects. This webinar aims to equip researchers, data scientists, and practitioners with effective strategies to facilitate data accessibility, prevent data leakage, and standardize data preprocessing. Discover the significance of choosing appropriate algorithms, promoting code sharing, and managing dependencies to ensure reliable and reproducible machine learning outcomes. The challenge of reproducibility and generalizability is particularly critical, as these factors directly impact the clinical adoption of machine learning tools, influencing how these technologies can be trusted and scaled in healthcare settings. Whether you are developing machine learning models or managing complex datasets, this webinar will provide you with the insights needed to improve your practices and adhere to high standards in developing generalizable machine learning approaches.”

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