17 research outputs found
A category of quantum categories
Quantum categories were introduced in [4] as generalizations of both
bi(co)algebroids and small categories. We clarify details of that work. In
particular, we show explicitly how the monadic definition of a quantum category
unpacks to a set of axioms close to the definitions of a bialgebroid in the
Hopf algebraic literature. We define notions of functor and natural
transformation for quantum categories.Comment: Revised and expanded. A lot of diagrams. 40 page
Infrastructure for machine learning and computer vision
Dissertation presented as the partial requirement for obtaining a Master's degree in Data Science and Advanced AnalyticsThe infrastructure surrounding machine learning projects is of utmost importance:
Machine learning projects require data acquisition mechanisms, software for data
processing, as well as a benchmarking platform for evaluating performance of machine
learning algorithms over time. In this report we describe our work aimed at developing
such infrastructure for a Europe based computer vision startup specializing in human
behaviour tracking. We discuss three projects comprising the work. One dedicated
to creating a machine learning dataset for human behaviour monitoring, another to
developing a screen-camera calibration tool, and third to setting up a benchmarking
platform. The projects were integrated with the core technology of the startup, and
will continue to be applied in the future.A infraestrutura para projetos de machine learning é de extrema importância para
o desenvolvimento da tecnologia: exigem-se mecanismos de aquisição de dados, software
para processamento de dados e uma plataforma de benchmarking para avaliar o
desempenho de algoritmos de machine learning ao longo do tempo. No presente relatório,
descreve-se o trabalho destinado a desenvolver essa infraestrutura para uma
Startup Europeia de computer vision, especializada em rastreamento de comportamento
humano atraves de câmeras de videos. Enfoca-se em três projetos que compõem o trabalho:
o primeiro, dedicado à criação de um conjunto de dados de machine learning
para monitoramento de comportamento humano; o segundo, sobre o desenvolvimento
de uma ferramenta de calibração de câmeras e ecrã; e o terceiro, relata a criação de uma
plataforma de benchmarking. Tais projetos foram integrados com a tecnologia central
da Startup e serão aplicados no futuro
Representable (T,V)-categories
Working in the framework of -categories, for a symmetric monoidal closed category V and a (not necessarily cartesian) monad , we present a common account to the study of ordered compact Hausdorff spaces and stably compact spaces on one side and monoidal categories and representable multicategories on the other one. In this setting we introduce the notion of dual for -categories.Working in the framework of (T, V)-categories, for a symmetric monoidal closed
category V and a (not necessarily cartesian) monad T, we present a common account to the
study of ordered compact Hausdorff spaces and stably compact spaces on one side and monoidal
categories and representable multicategories on the other one. In this setting we introduce the
notion of dual for (T, V)-categories