Hello, I am a computer scientist with a specialty in data science and AI.
My technical skills include deep learning, machine learning, data mining, text mining, and all relevant related topics.
Bachelor Thesis Project
LinkPurpose: Exploring Machine Learning Techniques for Classification
Author: R.P.M. Kras | Vrije Universiteit Amsterdam
This thesis evaluates the performance of three popular machine learning algorithms—Random Forest, Support Vector Machine (SVM), and Neural Network—across diverse classification tasks.
Key insights include:
- Random Forest: Exhibited strong stability and robust performance with categorical and numerical data but struggled with imbalanced datasets.
- SVM: Delivered the best overall accuracy and reliability for smaller datasets, particularly in multi-class classification.
- Neural Network: Demonstrated potential in predictive tasks but faced challenges due to dataset biases, underscoring its need for specialized datasets or alternative techniques.
Keywords: Machine Learning, Classification, Random Forest, SVM, Neural Network
Model 2: Neural Network
Masters Thesis Project
To do: Spring 2024.
Additional
Predicting $SOL price