Skills

AI & ML

Deep neural networks · Random forests · Clustering · PCA/PLS · Supervised & unsupervised learning · Model deployment and evaluation

Programming & Tools

Python (NumPy, pandas, scikit-learn, PyTorch) · SQL · R · JMP · Git

Data Handling

Data wrangling · Cleaning experimental datasets · Feature engineering · Feature importance · Exploratory analysis · Data preparation

Communication

Technical writing · Scientific presentations · Customer-facing communication · Cross-functional collaboration

Domain Knowledge

Biologics & nucleic acid process development · PAT and sensor-based data · Chemometrics · Process modeling · Preparative & analytical chromatography · Several analytical techniques (e.g. FTIR, CE, qPCR, UV/Vis, fluorescence) · UFDF

Other

Digital twin prototyping · DOE · Multivariate analysis · Automated data collection systems