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Ability to predict migraine or a migraine-free day Good predictors (≥75% accuracy) Rest Bad predictors (≤25% accuracy) Migraine prediction 9%64%27%7% Migraine free prediction 71%28.3%0.7%7% Both 5%95%0%0%.
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Farecast.com, which began in 2006, started out by compiling prices for domestic flight tickets and making free predictions on when to buy them (whether to purchase them immediately or wait for prices to drop).
Ounkomol, C. et al. Label-free prediction of three-dimensional fluorescence images from transmitted-light microscopy.
Figure 5: Label-free prediction of DNA content and cell cycle phases for fission yeast cells.
Paper: "Lattice-free prediction of three-dimensional structure of programmed DNA assemblies".
Figure 2: Machine learning allows for robust label-free prediction of DNA content and cell cycle phases of Jurkat cells.
Figure 3: Label-free prediction of DNA content and cell cycle phases for fixed Jurkat cells treated with a prophase blocking agent.
(a) Supervised machine learning (trained using live cells stained with DRAQ5 to determine the DNA content) allows for robust label-free prediction of the DNA content of live cells based only on brightfield and darkfield images.
The mesostriatal dopamine system is prominently implicated in model-free reinforcement learning, with fMRI BOLD signals in ventral striatum notably covarying with model-free prediction errors.
Important previous studies focused on processing of so-called model-free prediction errors where learning is determined by past rewards only.
In the extreme case that [Cov X, Y ]2 = Var(X Var(Y), Y is a linear function of X, and the optimal linear predictor gives error-free prediction.
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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com