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Aleksander Molak

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A Practical Guide to Causality in Python (For The Perplexed)PyData NYC 20232023-11-01
Practical steps and code in Python: builds causal graphs, encodes assumptions, uses front-door/back-door/do-calculus to translate queries into estimable…
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Flexibility General Average for MLPyData Tel Aviv 20222022-12-13
Presents a continuous, differentiable operator called Generalized Average (GA) that interpolates min, max, arithmetic, geometric and harmonic means; shows two…
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Applying contrastive learning to fight anisotropy in language modelsPyData Global 20222022-12-01
Claim: applying SimCSE (contrastive objective) with dropout augmentation turns cone-like BERT/Roberta embeddings into a more spherical, isotropic distribution…
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Practical graph neural networks in Python with TensorFlow and SpektralPyCon DE & PyData Berlin 20222022-04-11
Live code shows GNNs implemented with TensorFlow and Spektral, using Colab/GPU, concrete layers GCN and GAT, and dataset plumbing (single vs disjoint loaders)…
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