Tag: case
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A Case for the T-statistic
A Case for the T-statistic And how it compares to the run-of-the-mill z-score The post A Case for the T-statistic appeared first on Towards Data Science. Aniruddha Karajgi Go to original source
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Worst-case generation via minimax optimization in Wasserstein space
Worst-case generation via minimax optimization in Wasserstein space arXiv:2512.08176v1 Announce Type: new Abstract: Worst-case generation plays a critical role in evaluating robustness and stress-testing systems under distribution shifts, in applications ranging from machine learning models to power grids and medical prediction systems. We develop a generative modeling framework for worst-case generation for a pre-specified risk,…
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Benefits of Online Tilted Empirical Risk Minimization: A Case Study of Outlier Detection and Robust Regression
Benefits of Online Tilted Empirical Risk Minimization: A Case Study of Outlier Detection and Robust Regression arXiv:2509.15141v1 Announce Type: new Abstract: Empirical Risk Minimization (ERM) is a foundational framework for supervised learning but primarily optimizes average-case performance, often neglecting fairness and robustness considerations. Tilted Empirical Risk Minimization (TERM) extends ERM by introducing an exponential tilt…
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ML case study rounds
ML case study rounds I am asking this from context of interview. In almost every company these days, there is an ML case study round where the focus is on solving a real world case study. Idk if this is somewhat similar to ML system design or not (I think ML system design rounds are…
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A Little More Conversation, A Little Less Action — A Case Against Premature Data Integration
A Little More Conversation, A Little Less Action — A Case Against Premature Data Integration When I talk to [large] organisations that have not yet properly started with Data Science (DS) and Machine Learning (ML), they often tell me that they have to run a data integration project first, because “…all the data is scattered…
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A Case for Bagging and Boosting as Data Scientists’ Best Friends
A Case for Bagging and Boosting as Data Scientists’ Best Friends Leveraging wisdom of the crowd in ML models. Continue reading on Towards Data Science » Farzad Nobar Go to original source
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The Case Against Centralized Medallion Architecture
The Case Against Centralized Medallion Architecture Why tailored, decentralized data quality trumps the medallion architecture Continue reading on Towards Data Science » Bernd Wessely Go to original source