Assignments part of the Web InformationRetrival & Data mining course at TU/E Eindhoven University of Technology during 2019/2020.
The course covered the principles and engineering aspects of machine learning, from data collection to designing robust and trustworthy machine learning systems.
Topics tackled:
- Machine Learning Algorithms (Architecture of learning algorithms, key learning techniques, Kernelization, Ensemble Learning)
- Machine Learning Pipelines (Model Selection, Feature Engineering)
- Deep Learning (Neural Networks, Convolutional Neural Network in practice)
- Automated machine learning (Neural Architecture Search and pipeline synthesis, Hyperparameter optimization, Meta-learning techniques)