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FilippoMB/README.md

Hello, I'm Filippo. I do ML for time series and graphs!

Hi there ๐Ÿ‘‹

  • ๐Ÿง‘๐Ÿฝโ€๐Ÿฆฑ I'm Filippo Maria Bianchi
  • ๐Ÿ‡ฎ๐Ÿ‡น I'm Italian but I live in Norway ๐Ÿ‡ณ๐Ÿ‡ด
  • ๐ŸŽ“ I'm an associate professor at UiT the Arctic University of Norway
  • ๐Ÿ”ฌ I do research in ML for time series and graphs
  • ๐ŸŒ I also work on remote sensing applications
  • ๐Ÿ”“ I mostly work with Python and I try to open-source all my work

๐Ÿ“š Libraries

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๐Ÿ‘จโ€๐Ÿซ Courses and tutorials

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๐Ÿ“Š Datasets

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๐Ÿ’ป Papers' code

Graph Neural Networks

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Time series

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Other

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  1. python-time-series-handbook python-time-series-handbook Public

    Book and material for the course "Time series analysis with Python" (STA-2003)

    Jupyter Notebook 125 25

  2. Time-series-classification-and-clustering-with-Reservoir-Computing Time-series-classification-and-clustering-with-Reservoir-Computing Public

    Library for implementing reservoir computing models (echo state networks) for multivariate time series classification, clustering, forecasting, and much more!

    Python 371 85

  3. Spectral-Clustering-with-Graph-Neural-Networks-for-Graph-Pooling Spectral-Clustering-with-Graph-Neural-Networks-for-Graph-Pooling Public

    Reproduces the results of MinCutPool as presented in the 2020 ICML paper "Spectral Clustering with Graph Neural Networks for Graph Pooling".

    Python 271 51

  4. Ensemble-Conformalized-Quantile-Regression Ensemble-Conformalized-Quantile-Regression Public

    Valid and adaptive prediction intervals for probabilistic time series forecasting.

    Jupyter Notebook 89 10

  5. Benchmark_dataset_for_graph_classification Benchmark_dataset_for_graph_classification Public

    Dataset for testing graph classification algorithms, such as Graph Kernels and Graph Neural Networks.

    Python 49 8

  6. Simplifying-Clustering-with-Graph-Neural-Networks Simplifying-Clustering-with-Graph-Neural-Networks Public

    Implementation of "Just Balance GNN" for graph classification and node clustering from the paper "Simplifying Clusterings with Graph Neural Networks".

    Python 33 4