- Task: Construct a predictive model to predict the "price per night" of Airbnb properties in Belgium.
- Approaches: Exploratory data analysis, linear models, SVM, gradient boosting, simple neural networks, mean-based prediction.
- Task: Use deep learning to classify restaurant images based on a selected criterion.
- Approaches:
- Binary classification by finetuning a pre-trained ResNet50 model after manual labeling.
- Filtering dataset based on own classifier
- Classification using filtered dataset
- Task: Predicting up- or downvote of steam-reviews on streamed data
- Approaches: TF-IDF followed by logistic regression
- Task: Explore a graph database and report on some interesting findings
- Approaches:
- Filtering using Cypher queries
- Community detection in Gephi
- Visualization in Gephi
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