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Egor Kraev

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Dr. Egor Kraev | AI Track | Compass AI & Data Summit 2025Compass AI & Data Summit 20252025-11-12
Claims a reliable pattern for getting LLMs to emit complex, validated objects rather than free text, using Pydantic objects as the schema, a validator-as-tool…
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Modelling and predicting customer lifetime valueCrunch Conference 20212021-10-07
Compares classic Buy Till You Die models implemented with the lifetimes Python package against a custom variational autoencoder + RNN that ingests event…
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Choose the right neural generative model for your problemPyData London 20192019-07-12
Advice hinges on concrete tradeoffs: pick models by output structure and whether an objective exists. Continuous outputs favor direct nets or autoencoders for…
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Easy Bayesian regularization for fitting financial time series and curvesPyData London 20172017-05-05
Claim: massively overparameterize curves and then remove degrees of freedom with convex regularizers and you get robust fits. Uses Python notebooks (code on…
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