Verified certifications and language badges from recent learning sprints.
edX ยท IBM Machine Learning with Python (V2)
Model setup, regression/classification, clustering, and dimensionality reduction using scikit-learn + NumPy (trees, linear & logistic regression, k-means, KNN, DBSCAN, SVM, PCA, t-SNE, UMAP, hierarchical clustering).
Tilburg University Language Center German Upper-Intermediate (B1+)
Completed B1+ German across all skills with emphasis on productive fluency: follow extended discussions, analyze opinionated articles, deliver clear presentations, and express nuanced viewpoints with accuracy. Verified via institutional exam (valid 1 year).
Tilburg University Language Center Spanish for Beginners (A2)
Reached CEFR A2 after covering practical listening, reading, speaking, and writing scenarios with an emphasis on interaction and cultural context. Completed via institutional assessment (2024 cohort).