Bosch production-line quality classifier. An end-to-end binary classifier predicting component quality failures, reducing 1,183,747 rows and 970 raw features to a modelling set of 450,519 samples and 158 features. Handled a 1:228 class imbalance with scale-weighted XGBoost and SMOTE, engineered 24 aggregate features, and raised defect recall by 29% over the baseline with threshold optimisation and stratified K-fold validation. Shipped as a containerised service: FastAPI prediction and batch endpoints, a Streamlit interface for interactive sampling, Docker Compose orchestration and SHAP-based feature attribution.
0
49
A social media concept developed for NovaMotion, a fictional B2B industrial automation brand.
The goal was to translate a technical service into a clear, modern and visually engaging communication piece. The design combines a strong industrial visual, bold typography and a structured information hierarchy to communicate efficiency, automation and production performance at a glance.
The concept demonstrates my approach to B2B content: simplifying complex subjects without losing their professional and technical character, while creating a visual language that supports the brand’s positioning.
This is a self-initiated portfolio concept created to demonstrate my B2B social media and marketing communication approach.
0
42
