/AIS-LSTM

LSTM Keras Neural Network to predict ship location using Danish AIS data

Primary LanguagePython

AIS - LSTM

About

LSTM Keras Neural Network to predict ship location using Danish AIS data
Data Found Here ftp://ftp.ais.dk/ais_data/ - CSV files too large to include in repository

Project Folder Structure

├── README.md          <- The top-level README.
├── data
│   ├── interim        <- Intermediate data that has been transformed.
│   ├── processed      <- The final, canonical data sets for modeling. In .npz format.
│   └── raw            <- The original, immutable data dump.
│
├── models             <- Trained and serialized models, model predictions, or model summaries
│
├── references         <- Data dictionaries, manuals, and all other explanatory materials.
│
├── reports            <- Generated analysis as HTML, PDF, LaTeX, etc.
│   └── figures        <- Generated graphics and figures to be used in reporting
│
├── requirements.txt   <- The requirements file for reproducing the analysis environment, e.g.
│                         generated with `pip freeze > requirements.txt`
│
├── setup.py           <- makes project pip installable (pip install -e .) so src can be imported
├── src                <- Source code for use in this project.
│   ├── __init__.py    <- Makes src a Python module
│   │
│   ├── data           <- Scripts to download or generate data
│   │   ├── pull_danish_data.py
│   │
│   ├── preproc		   <- Scripts to turn raw data into features for modeling
│   │   ├── danish_preproc.py
│   │
│   ├── models         <- Scripts to train models and then use trained models to make
│   │   │                 predictions
│   │   ├── danish_predict_model.py
│   │   ├── danish_train_model.py
│   │
│   └── visualization  <- Scripts to create exploratory and results oriented visualizations
│       ├── danish_graph_tracks.py
│
│
│
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