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.

168,695 papers · 148 categories

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2 results for “DevOps”

The Collective Knowledge project: making ML models more portable and reproducible with open APIs, reusable best practices and MLOpscs.LG

CK simplifies ML model deployment and reproducibility with open APIs and DevOps.

problem Making ML models reproducible and deployable across different environments.

method Decompose complex systems into reusable sub-components with unified APIs and DevOps principles.

result Automatically co-design and optimize ML models for speed, accuracy, energy, and size.

Machine Learning Model Reproducibility DevOps Open APIs Software Engineering

2020-06-12abs ↗pdf ↗

Intrinsic Anomaly Detection for Multi-Variate Time Seriescs.LG

New method detects anomalies in systems influenced by their environment.

problem Detecting anomalies in systems under environmental influence.

method Adversarial learning and time series representation learning.

result Successfully addresses label sparsity and subjectivity in anomaly detection.

anomaly detection time series unsupervised learning environmental influence adversarial learning

2022-06-29abs ↗pdf ↗