Managing Machine Learning Workflow Components

1 code implementation • 10 Dec 2019 • Marcio Moreno, Vítor Lourenço, Sandro Rama Fiorini, Polyana Costa, Rafael Brandão, Daniel Civitarese, Renato Cerqueira

To handle this problem, in this paper, we introduce machine learning workflow management (MLWfM) as a technique to aid the development and reuse of MLWfs and their components through three aspects: representation, execution, and creation.

BIG-bench Machine Learning Management +1

Multimedia Search and Temporal Reasoning

no code implementations • 19 Nov 2019 • Marcio Ferreira Moreno, Rodrigo Costa Mesquita Santos, Wallas Henrique Sousa dos Santos, Sandro Rama Fiorini, Reinaldo Mozart da Gama Silva

Properly modelling dynamic information that changes over time still is an open issue.

valid

General Fragment Model for Information Artifacts

no code implementations • 9 Sep 2019 • Sandro Rama Fiorini, Wallas Sousa dos Santos, Rodrigo Costa Mesquita, Guilherme Ferreira Lima, Marcio F. Moreno

The use of semantic descriptions in data intensive domains require a systematic model for linking semantic descriptions with their manifestations in fragments of heterogeneous information and data objects.