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Randa-lab/README.md

Randa Natras

Doctoral candidate at TUM; machine learning / data scientist

Connect with me:

natrasranda natras randa n.

Languages and Tools:

gcp java linux matlab pandas python pytorch scikit_learn seaborn tensorflow

 randa-lab

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  1. Bayesian_Neural_Network_Probabilistic_Ionosphere_VTEC Bayesian_Neural_Network_Probabilistic_Ionosphere_VTEC Public

    Bayesian neural network models for probabilistic VTEC forecasting with 95% confidence, from the paper "Uncertainty Quantification for Machine Learning-based Ionosphere and Space Weather Forecasting…

    Jupyter Notebook 1 2

  2. Quantile_Gradient_Boosting_Probabilistic_Ionosphere_VTEC Quantile_Gradient_Boosting_Probabilistic_Ionosphere_VTEC Public

    This demonstrates how to load and evaluate the probabilistic Quantile Gradient Boosting (QGB) Vertical Total Electron Content (VTEC) models with 95% confidence intervals.

    Jupyter Notebook

  3. Time-series_Forecasting_MA_LR_DNN_LSTM Time-series_Forecasting_MA_LR_DNN_LSTM Public

    This 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

  4. Ionospheric-VTEC-Forecasting Ionospheric-VTEC-Forecasting Public

    Example of using machine learning for forecasting Vertical Total Electron Content (VTEC) in the ionosphere

    Jupyter Notebook 1

  5. Predicting-the-online-views-of-products-ML-Regression- Predicting-the-online-views-of-products-ML-Regression- Public

    This 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

  6. Predicting-product-tier-ML-Classification- Predicting-product-tier-ML-Classification- Public

    This 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