Researcher
I am a member of İTÜ Vision Lab since October 2020 and work under the direct supervision of Prof. Dr. Gözde Ünal. Currently,
- I work on time series forecasting on real-world data, in collaboration with domain experts at Eurasia Institute of Earth Sciences Ocean and Atmospheric Sciences Group at Istanbul Technical University.
In the past,
- I used MLFlow to track experiments.
- I used multivariate data imputation techniques to deal with missing features.
- I used oversampling and undersampling techniques to work with unbalanced data.
- I trained various models, such as logistic regression, SVMs, and gradient boosted decision trees.
- I used Ray Tune and Ax for Bayesian Hyperparameter search.
- I used Ray Serve to create a machine learning serving API.
- I used SHAP to understand each feature's contribution to the model prediction.