On-device research index

arXiv research

A locally-built, LLM-digested index of recent arXiv papers in quant finance, geometry/topology, and statistical ML — keyword search served straight from SQLite on this machine.

168,982 papers · 148 categories

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2 results for “dataView”

Machine Learning at Microsoft with ML .NETcs.LG

ML .NET simplifies integrating machine learning into software development.

problem Difficulty and cost of incorporating machine learning in software development.

method Developed a framework (ML .NET) and introduced DataView for efficient data abstraction.

result ML .NET outperforms recent machine learning frameworks in performance studies.

machine learning software development ML .NET dataView performance

2019-05-14abs ↗pdf ↗

Interpretability of Blackbox Machine Learning Models through Dataview Extraction and Shadow Model creationcs.AI

The paper explores methods to explain decisions of deep learning models by faithfully reproducing their training data views.

problem Explaining decisions of complex deep learning models trained on large datasets.

method Data view extraction through hill-climbing and GAN-driven approaches, followed by creation of shadow models for explanation.

result Shadow models based on faithfully reproduced data views are effective for explaining decisions of blackbox deep learning models.

deep learning blackbox models data view extraction shadow models explanation generation

2020-02-02abs ↗pdf ↗