{"ref":"content:devtoberfest-2026-tabular-predictions-tabpfn","page":"/content/devtoberfest-2026-tabular-predictions-tabpfn","json":"/content/devtoberfest-2026-tabular-predictions-tabpfn.json","generated":"2026-10-30","drafted_with_ai":true,"entity":{"id":"devtoberfest-2026-tabular-predictions-tabpfn","content_type":"talk","title":"How We Make Tabular Predictions in 2026 with TabPFN","url":"https://www.youtube.com/watch?v=qEQkOA3ogLk","published":"2026-10-08","published_on":"source:youtube","author":"SAP Developers","summary":"A Devtoberfest 2026 session, AI-32, on why a table needs a model of its own: a language model reasons its way to a plausible number, while a tabular foundation model takes the table as context in one forward pass and learns from its features statistically. That is [predictive models](capability:predictive-models) from both ends — a scikit-learn-shaped fit and predict in a notebook over a heart-disease data set, predicted class probabilities and SHAP values for which features drove the outcome, then the same model reached as an MCP tool by a coding agent that is asked which current customers are most likely to churn. The presenter is from the lab that publishes TabPFN; the Q&A puts it beside SAP's own tabular foundation model, which she says she has not used.","short":"Tabular predictions with TabPFN versus language models","explains":["capability:predictive-models"],"sources":[{"url":"https://www.youtube.com/watch?v=qEQkOA3ogLk","title":"How We Make Tabular Predictions in 2026 with TabPFN — what it is for","checked":"2026-10-19","quote":"So this at this point is something we want to use when we want to make predictions, classifications, even forecasting which I'm going to briefly touch on in a moment too."},{"url":"https://www.youtube.com/watch?v=qEQkOA3ogLk","title":"How We Make Tabular Predictions in 2026 with TabPFN — table as context","checked":"2026-10-19","quote":"So a tabular foundation model is essentially a pre-trained transformer that predicts on tabular data and this is important in context."},{"url":"https://www.youtube.com/watch?v=qEQkOA3ogLk","title":"How We Make Tabular Predictions in 2026 with TabPFN — interpretability","checked":"2026-10-19","quote":"What that means is not only are we getting classification uh predictions or regression predictions from our model, but we can also run interpretability and look at SHA values."}],"provenance":{"discovered_via":[{"source":"source:youtube","channel":"devtoberfest-2026"}],"first_seen":"2026-10-19"},"drafted_with_ai":true},"readings":{"liveness":[{"label":"Checked against the source","tier":"unknown","evidence":"nobody has checked it"},{"label":"Source reachable","tier":"unknown","evidence":"not crawled"},{"label":"Age","tier":"good","evidence":"published this month"}],"compatibility":[{"label":"Version","tier":"unknown","evidence":"no version declared"},{"label":"Moved since?","tier":"good","evidence":"no recorded change after 2026-10-08"},{"label":"Findings","tier":"good","evidence":"none flagged"}],"reach":[{"value":null,"unit":"views"},{"value":null,"unit":"comments"},{"value":null,"unit":"likes"}]},"signals":null,"series":null,"edges":{"authors":[]}}