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[HTML][HTML] Automatically tracking metadata and provenance of machine learning experiments
S Schelter, JH Boese, J Kirschnick, T Klein, S Seufert - 2017 - amazon.science
We present a lightweight system to extract, store and manage metadata and provenance
information of common artifacts in machine learning (ML) experiments: datasets, models …
information of common artifacts in machine learning (ML) experiments: datasets, models …
Simplets: An efficient and universal model selection framework for time series forecasting
Time series forecasting, that predicts events through a sequence of time, has received
increasing attention in past decades. The diverse range of time series forecasting models …
increasing attention in past decades. The diverse range of time series forecasting models …
[หนังสือ][B] Data management in machine learning systems
Large-scale data analytics using machine learning (ML) underpins many modern data-
driven applications. ML systems provide means of specifying and executing these ML …
driven applications. ML systems provide means of specifying and executing these ML …
Provdb: Lifecycle management of collaborative analysis workflows
As data-driven methods are becoming pervasive in a wide variety of disciplines, there is an
urgent need to develop scalable and sustainable tools to simplify the process of data …
urgent need to develop scalable and sustainable tools to simplify the process of data …
Incorporating experts' judgment into machine learning models
Abstract Machine learning (ML) models have been quite successful in predicting outcomes
in many applications. However, in some cases, domain experts might have a judgment …
in many applications. However, in some cases, domain experts might have a judgment …
Deep learning with conceptual view in meta data for content categorization
Data gathered from various devices have to be observed by human operators manually for
extended durations which is not viable and may lead to imprecise results. Data are analyzed …
extended durations which is not viable and may lead to imprecise results. Data are analyzed …
Aimmx: Artificial intelligence model metadata extractor
Despite all of the power that machine learning and artificial intelligence (AI) models bring to
applications, much of AI development is currently a fairly ad hoc process. Software …
applications, much of AI development is currently a fairly ad hoc process. Software …