Jorit Studer

Full Stack Engineer specialized in developing machine learning solutions.

Zurich, Switzerland, CET

LinkedIn
JS

About

Driven by a passion for the transformative power of AI, I focus on the entire spectrum of machine learning, from data analysis to model deployment and UI design. My goal is to leverage innovative technology to address real-world challenges effectively.

Work Experience

UBS AG
React
ML
MLOps

2022 - 2024

Intern (Risk Model Services)

Contributed to the development of an internal website 'Risklab+' using React and Python FastAPI. Streamlined Kubernetes deployments through improvements in GitlabCI and Azure DevOps Pipelines. Responsible for maintaining R and Python client libraries and developing an Azure Function for efficient data collection and analysis. As part of my master thesis, developed a dataset recommender system using TF-IDF, BM25, and XGBoost. This system, integrated into production, was supported by a robust MLOps strategy leveraging Kedro, MLflow, and Databricks, enhancing the lifecycle management of ML models.

Self-employed
React
Express

2021 - 2021

Freelance Software Engineer

Developed both the backend and frontend of a small internal car rental management system for a local startup.

UBS AG
Swift
Objective-C

2016 - 2017

Software Engineer

Worked on Mobile Applications Development and collaborated with a delivery team based in Krakow and Hong Kong.

UBS AG

2010 - 2012

Software Developer

Apprenticeship in Software Engineering

Languages

German (Native)

English (C1) - Certificate of Advanced English

2016

French (B1) - Diplôme d'études en langue française

2014

Education

MSc in Applied Information and Data Science

2021 - 2023
Lucerne University of Applied Sciences and Arts (HSLU)

BSc in International Management

2017 - 2020
Zurich University of Applied Sciences (ZHAW)

Federal VET Diploma in Software Engineering (EFZ)

2012 - 2016
Bildungszentrum Zürichsee (BZZ)

Exchange Years

Erasmus Year at ICHEC Brussels Management School

2018 - 2019

High School exchange year in the U.S. (Buchanan, Michigan)

2010 - 2011

Skills

Azure Cloud
Docker
Express
FastAPI
GitLab CI
Kedro
Kubernetes
MLflow
NLP
Pandas
Poetry
Python
React
Tableau

Projects

Parking Space Detection

I built a system that can detect whether a parking space is occupied or empty.

TensorFlow
KerasCV
OpenCV
Kedro
MLflow
YoloV8
ConvNeXt
EfficientNet

FuriousCars Dashboard

I built an interactive dashboard to assess the impact of rainfall, temperature, car colors, and advertising on the number of luxury car rentals.

Python (OCR)
Tableau
PostgreSQL
Google Analytics

Time Series Analysis

I worked on predicting Swiss power grid load using Entso-E data, weather data, and temporal features.

Linear Regression
Random Forest
ARIMA
Prophet Model

ETL Pipeline

Created an ETL pipeline for Switzerland's Historical Lexicon using Mechanical Soup for webscraping, Airflow for automation, PostgreSQL for data storage, and Tableau for visualization.

Mechanical Soup
Pandas
Airflow
PostgreSQL
Tableau

Hackathon Project

At the Sport Hackdays in Lucerne, we visualized real-time energy status of athletes using a VORN-built wearable, processing various measurements and GPS data through an Apache Kafka instance.

Kafka
GPS
Pandas

iOS Audio Framework

Swift wrapper for the TagLib C++ library, enabling audio metadata extraction and manipulation on iOS.

Swift
TagLib

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