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🔭 I’m currently working on ML-IonoCast and ML in Geodesy
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🌱 I’m currently learning uncertainty quantification in AI
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📫 How to reach me randa.natras@hotmail.com, randa.natras@tum.de
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📄 Know about my experiences https://www.linkedin.com/in/natras/ and https://www.dgfi.tum.de/en/staff/natras-randa/
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⚡ Fun facts Hiking, learning languages (both programming and spoken), dancing
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Technical University of Munich
- Germany
- https://www.linkedin.com/in/natras/
- @NatrasRanda
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Bayesian_Neural_Network_Probabilistic_Ionosphere_VTEC
Bayesian_Neural_Network_Probabilistic_Ionosphere_VTEC PublicBayesian neural network models for probabilistic VTEC forecasting with 95% confidence, from the paper "Uncertainty Quantification for Machine Learning-based Ionosphere and Space Weather Forecasting…
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Quantile_Gradient_Boosting_Probabilistic_Ionosphere_VTEC
Quantile_Gradient_Boosting_Probabilistic_Ionosphere_VTEC PublicThis demonstrates how to load and evaluate the probabilistic Quantile Gradient Boosting (QGB) Vertical Total Electron Content (VTEC) models with 95% confidence intervals.
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Time-series_Forecasting_MA_LR_DNN_LSTM
Time-series_Forecasting_MA_LR_DNN_LSTM PublicThis is example demonstrates the time series forecasting using methods of Moving Average (MA), Linear Regression (LR), Deep Neural Network (DNN) and Long Short-Term Memory (LSTM).
Jupyter Notebook
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Ionospheric-VTEC-Forecasting
Ionospheric-VTEC-Forecasting PublicExample of using machine learning for forecasting Vertical Total Electron Content (VTEC) in the ionosphere
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Predicting-the-online-views-of-products-ML-Regression-
Predicting-the-online-views-of-products-ML-Regression- PublicThis example demonstrates the prediction of the detail views of cars on a website from the information contained in the other columns of the data 'Items_Cars_Data.csv'. The file 'Data_description.c…
Jupyter Notebook
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Predicting-product-tier-ML-Classification-
Predicting-product-tier-ML-Classification- PublicThis example demonstrates the prediction of the product tier of cars sold on a website from the information contained in the columns of the data 'Items_Cars_Data.csv'. The file 'Data_description.cs…
Jupyter Notebook
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