Maskinlæringsingeniør

Client: Fibbl AB

Specialization: Machine learning engineer focusing on enhancing and innovating 3D content integration

Projects and Responsibilities:

Shoes Virtual Try On

Objective: Developed a web application for virtual shoe trying using mobile device cameras.

Responsibilities:

• Developed the foundational deep neural network for precise foot detection.
• Implemented keypoint detection of the foot for accurate pose transformation matrix calculation.
• Contributed to dataset creation, image loading, preprocessing, augmentation, and integration during training.

Visual Product Matching System

Objective: Developed a system to compare product similarity through image analysis.

Responsibilities:

• Created a Siamese network for feature vector prediction of product images.
• Curated a comprehensive dataset, implemented data augmentation, and managed the image loading process.
• Deployed the model as a service post-training.

Glasses Virtual Try On

Objective: Created a web application for virtual glasses try-on using mobile device cameras.

Responsibilities:

• Integrated a face keypoint detection model with 3D rendering for a realistic virtual try-on experience.
• Utilized Mediapipe Facemesh for accurate face detection.

• Implementering af neural stiloverførsel, som er en optimeringsteknik, der anvender et content image og et stilbillede og genererer content imaget i stil med stilbilledet;
• billedklassificering ved hjælp af logistisk regression;
• Modellering og træning af et intelligent vejledningssystem ved hjælp af reinforcement learning.

• Udvikling af software til låneoptagelse og et centralt banksystem;
• Indgik i alle faser af softwareudviklingslivscyklussen fra behovsanalyse og løsningsdesign til udvikling, test og vedligeholdelse.

• Indsamling og analyse af kravspecifikationer;
• automatisering af forretningsprocesser;
• Opbygning af komplekse arbejdsgange til dataintegration i heterogene systemer ved hjælp af værktøjer som Talend Open Studio for Data Integration;
• ETL-processer;
• Implementering af forskellige Enterprise Integration Patterns, såsom guaranteed delivery og publish-subscribe oven på WSO2 middleware;
• SOAP and REST web service consumption;
• Udvikling af webapplikationer ved hjælp af JSP-teknologier.

• Requirement specifications gathering and analysis;
• Business Processes automation;
• Building complex workflows for data integration in heterogeneous systems using tools such as Talend Open Studio for Data Integration;
• ETL Processes;
• Implementation of different Enterprise Integration Patterns, such as guaranteed delivery and publish-subscribe on top of WSO2 middleware;
• SOAP and REST web service consumption;
• Developing web applications using JSP Technologies.

• Definition, indsamling, analyse og forvaltning af krav;
• teknisk analyse og udformning af løsninger;
• design og implementering af databasearkitektur;
• design og implementering af grafisk brugergrænseflade;
• design og udvikling af applikationer i overensstemmelse med tekniske specifikationer;
• deltagelse i alle aspekter af udviklingen og implementation.