Deployment of machine learning services via microservices architecture

Deployment of machine learning services via microservices architecture

This work presents the design and implementation of microservices-based architectures for deploying machine learning models using Kubernetes. Two distinct architectures were developed: one focused on image classification using Convolutional Neural Networks (CNNs), and the other on a music recommenda...

Descrizione completa

Salvato in:

Dettagli Bibliografici
Autore principale:	Zambrano Guanga, Steven Rafael (author)
Natura:	bachelorThesis
Pubblicazione:	2025
Soggetti:	Microservicios Aprendizaje automático Microservices Machine learning Convolutional Neural Networks Large Language Model
Accesso online:	https://repositorio.yachaytech.edu.ec/handle/123456789/994
Tags:	Aggiungi Tag Nessun Tag, puoi essere il primo ad aggiungerne!!

Documenti analoghi

Propuesta de una herramienta para soportar la detección de tumores cerebrales mediante algoritmos de machine learning
di: Candelejo López, Mateo Andrés
Pubblicazione: (2024)

Calibration of mobility and traffic simulation models through machine learning
di: De la Cruz Paucar, Franklin Steven
Pubblicazione: (2023)

Detección temprana de enfermedades cardiovasculares mediante un modelo predictivo basado en técnicas de Deep Learning
di: Medina Suarez, Cristhian Bryan
Pubblicazione: (2023)

Comedero de aves inteligente: sistema de clasificación, monitoreo y reporte de especies de aves por medio de un comedero construido con un ordenador de placa reducida y análisis de imágenes usando Machine Learning.
di: Quimis Barzola, William David
Pubblicazione: (2019)

Detection of leaf diseases in banana crops using deep learning techniques
di: Jimenez Vasquez, Nixon Manuel
Pubblicazione: (2024)

Processing and representation of multispectral images using deep learning techniques
di: Suárez Riofrío, Patricia Leonor
Pubblicazione: (2020)

Activity pattern generation using machine learning techniques for transport demand models
di: Ajala Ramos, Santiago Alexander
Pubblicazione: (2024)

Detección de objetos sobre imágenes de tórax de pacientes con Covid 19 usando técnicas de R-CNN.
di: Lasso Morales, Ghislaine Nayeli
Pubblicazione: (2022)

Estudio de eficiencia de Microservicios GraphQL y REST en contenedores Docker: Un experimento computacional
di: Quiña Mera, José Antonio
Pubblicazione: (2025)

Using deep learning for arrhythmia detection from electrocardiographic signals
di: Cepeda Muñoz, Eduardo Luis
Pubblicazione: (2023)

Desarrollo de una aplicación para el monitoreo del crecimiento de tilapias utilizando machine learning
di: Armijos Sigcho, Galo Alexander
Pubblicazione: (2024)

Framework for migrating legacy monolith applications to microservices in cloud computing.
di: Velepucha Bonett, Victor Vicente
Pubblicazione: (2024)

Building a kichwa language audio dataset for mispronunciation detection
di: Conejo Pichamba, Saire David
Pubblicazione: (2024)

The Yggdrasil Project: organic reaction prediction with a custom-developed feedforward neural network and a tailored database
di: Castro Angamarca, Jonnathan Ariel
Pubblicazione: (2024)

Development of a neural network-based biomedical interface for monitoring and alerting sleep apnea through EEG signal processing in neonates
di: Villarroel Martínez, Nathaly Aracelly
Pubblicazione: (2025)

Modeling and Prediction of the Energy Intensity Index by Provinces of Ecuador Using Neural Networks and Cluster Analysis with Machine Learning Algorithms
di: Rodríguez, Lester
Pubblicazione: (2025)

Predicción de arritmias e infartos agudos de miocardio usando aprendizaje automático
di: Patiño, Darwin
Pubblicazione: (2023)

Drone detection and antidrone system using YOLO: an effective approach to airspace security
di: Astudillo Tobar, Jaime Vicente
Pubblicazione: (2024)

Computer-assisted mispronunciation detection system for L2 kichwa speech
di: Velasco Silva, Ricardo Isaías
Pubblicazione: (2024)

Machine learning in antibacterial discovery and development: A bibliometric and network analysis of research hotspots and trends
di: Diéguez Santana, Karel
Pubblicazione: (2023)

Development of a neural network for analysis of external radiotherapy treatment for breast cancer
di: Sevilla Flores, Deynna Lizbeth
Pubblicazione: (2024)

Sales Forecast by using Convolutional Neural Networks
di: Velasteguí Sandoval, Ronny Xavier
Pubblicazione: (2020)

Detection of brain pathologies by machine learning using EEG signals (1D) and EEG surface images (3D): comparative analysis
di: Amaguaña Marmol, Daniel Alfredo
Pubblicazione: (2023)

Redes neuronales de propagación inversa
di: Delgado Rivera, Jesús Alberto
Pubblicazione: (2007)

Real-time Reconfigurable Micro-system Based on FPGA and CPLD For Dual-mode PID Control Through Backpropagation Neural Network
di: Ruan, Zhuo
Pubblicazione: (2007)

Application of large language models and multi-agent AI systems for customer service automation
di: Moncada Da Silva, Claudia Maria
Pubblicazione: (2025)

Desarrollo de un sistema orientado a microservicios de registro y control de cuestionarios y pruebas online.
di: Velastegui Pino, Luis Alberto
Pubblicazione: (2020)

Implementación de microservicios en proyectos de IoT con Arduino
di: Celis, M.
Pubblicazione: (2025)

Improving ad hoc network performance in disaster scenarios with machine learning
di: Suárez Zambrano, Wilman Roberto
Pubblicazione: (2025)

Enhancing Alzheimer’s diagnosis: role of 3D convolutional neural networks in MRI analysis
di: Pilacuan Medina, Genesis Michell
Pubblicazione: (2024)

Design and construct a robotic arm for sign language interpretation with a neural network
di: Jordan Herrera, Dioselyn Anyeline
Pubblicazione: (2024)

Tracking and recognition of moving human silhouettes using reinforcement learning
di: Ulloa Uprety, Amanda Raquel
Pubblicazione: (2021)

Hate speech detection in social media apps using deep learning and machine learning techniques
di: Paredes Benavides, Jimmy Gerardo
Pubblicazione: (2025)

Sistema de predicción de la complejidad léxica implementando machine learning y redes neuronales para reducir barreras de la compresión lectora en los estudiantes universitarios.
di: Arroba Salinas, Sandra Yanel
Pubblicazione: (2021)

Development of a system to detect stress using physiological signals
di: Vásquez Ucho, Paola Aracely
Pubblicazione: (2022)

Detection of breast cancer using the INCEPTION V3 neural network
di: Macas Aguilar, Elizabeth del Cisne
Pubblicazione: (2024)

Machine learning applied to the analysis of glacier masses
di: Marín Calispa, Harvey Steven
Pubblicazione: (2023)

Diseño de un modelo de aprendizaje automático para videovigilancia inteligente para la detección automática de armas de fuego enfocado a restaurantes ubicados en el cantón Quito.
di: Pacheco Olivo, Raquel Victoria
Pubblicazione: (2024)

Predicción de enfermedades mentales –DASS usando técnicas de Machine Learning y Lógica Difusa.
di: Alarcón Tumbaco, Evelyn Yuliana
Pubblicazione: (2024)

On the modelling of the vibration behaviors via discrete singular convolution method for a high-order sector annular system
di: Liu, Yue
Pubblicazione: (2021)