Coding Projects

Bachelor Thesis - SS 2022

MLOps in Recommender Systems: Building a Continuous Training Pipeline with Concept Drift Awareness

Tools: Python, TensorFlow Extended (TFX), TensorFlow Recommenders, Apache Airflow, pandas, NumPy, Matplotlib

Automated Machine Learning Pipeline - WS 2021

Development of a music recommendation generator using the Spotify API. Automated training and deployment of ML models based on real-time monitoring data.

Tools: Python, Delta Lake, Spark, TFX, TensorFlow, Apache Airflow, Google Cloud Platform

Data Analytics on Cars Dataset - WS 2021

Exploratory data analysis, data preprocessing and model training on a used cars dataset. Regression, classification and clustering models were employed.

Tools: Python, pandas, scikit-learn, Matplotlib, Plotly

Product Localization and Recognition in Store Shelves - WS 2020

Development of a prototypical software that identifies and tracks retrieved items from a retail store shelf. This prototype employs a 2-layer architecture using image recognition and image matching.

Tools: Python, OpenCV, YOLOv4

Image Classification and Object Detection for Sports Analytics - WS 2020

Classification of camera angles and object detection of water splashes in Olympia diving.

Tools: TensorFlow, OpenCV, pandas

Wine Quality Prediction Using Machine Learning - WS 2020

Exploratory data analysis, data preprocessing and model training to approximate wine ratings based on their chemical composition.

Tools: Python, pandas, scikit-learn, Matplotlib

Shared Shopping-List Web-Application “PINK-IT” - SS 2020

Development of a three-layer architecture web-application comprised of a JavaScript frontend using React and a Python backend using Flask + MySQL database. The final application was then deployed and hosted on Google Cloud Platform.

Tools: Python, JavaScript, React, Flask, Google Cloud Platform, MySQL

Certificates

Introduction to Machine Learning in Production

Coursera | 2021

Machine Learning with Python – From Linear Models to Deed Learning

edX | MITx 6.86x | 2020

Advanced React

Scrimba | 2020