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  • No-Regret Gaussian Process Optimization of Time-Varying Functions

    No-Regret Gaussian Process Optimization of Time-Varying Functions arXiv:2512.00517v1 Announce Type: new Abstract: Sequential optimization of black-box functions from noisy evaluations has been widely studied, with Gaussian Process bandit algorithms such as GP-UCB guaranteeing no-regret in stationary settings. However, for time-varying objectives, it is known that no-regret is unattainable under pure bandit feedback unless strong and…

  • Estimating from No Data: Deriving a Continuous Score from Categories

    Estimating from No Data: Deriving a Continuous Score from Categories A walk-through of and the maths behind using low-capacity networks to acquire fine-grained scoring when only categorical labelling is available for training. We use it to predict the severity of an infection on a scale based on information on just rough outcomes in previous cases.…

  • Data Has No Moat!

    Data Has No Moat! Only if you ignore data quality The post Data Has No Moat! appeared first on Towards Data Science. Fabiana Clemente Go to original source

  • I have run DS interviews and wow!

    I have run DS interviews and wow! Hey all, I have been responsible for technical interviews for a Data Scientist position and the experience was quite surprising to me. I thought some of you may appreciate some insights. A few disclaimers: I have no previous experience running interviews and have had no training at all…

  • The Shadow Side of AutoML: When No-Code Tools Hurt More Than Help

    The Shadow Side of AutoML: When No-Code Tools Hurt More Than Help Automl has become the gateway drug to machine learning for many organizations. It promises exactly what teams under pressure want to hear: you bring the data, and we’ll handle the modeling. There are no pipelines to manage, no hyperparameters to tune, and no…

  • 200 applications – no response, please help. I have applied for data science (associate or mid-level) positions. Thank you

    200 applications – no response, please help. I have applied for data science (associate or mid-level) positions. Thank you submitted by /u/Sad_Campaign713 [link] [comments] /u/Sad_Campaign713 Go to original source