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Topic

Baseline Model

2 episodes

  1. Ep 1058 Oct 8, 2026

    Overview: Baseline Model

    We finally slow down on baseline model: the boring comparison point that tells us whether a new machine learning idea actually improved anything. We walk through why the baseline has to match the question, how weak baselines fool you, and why production teams care about the system they are replacing more than a leaderboard number.

    EvalsTrain Test SplitSupervised Fine TuningModel Generalization
  2. Ep 587 Jul 2, 2026

    Why Powerful ML Is Deceptively Easy — Part 2 | Towards Data Science

    Laura and Harper dissect the article’s claim that spatial leakage makes ML seem more powerful than it is, walk through the London house‑price experiment, critique the technical arguments, and agree on who really needs to watch out for these traps.

    EvalsData LeakageTrain Test SplitBaseline Model
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