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The-Data-Alchemists-Manipal / MindWave

MindWave is an open-source project designed for beginners to learn about data science, machine learning, deep learning, and reinforcement learning algorithms using Python. The project offers a platform for implementing relevant algorithms, with open-source tools and libraries.
MIT License
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GSSOC'23 : Volcanic Eruption Prediction #589

Open shashank1623 opened 1 year ago

shashank1623 commented 1 year ago

Is your feature request related to a problem? Please describe.

Overview

Detecting volcanic eruptions before they happen is an important problem that has historically proven to be a very difficult.The IGNV provides the readings from several seismic sensors around a volcano and challenges you to estimate how long it will be until the next eruption. The data represent a classic signal processing setup that has resisted traditional methods.

Describe the solution you'd like

the steps to tackle this problem. 1 . data exploration .

  1. feature engineering : since the data time series readings, we can extract meaningful features from the sensor data to represent the seismic activity.
  2. data preprocessing
  3. for prediction will use RNN(Recurrent Neural Networks )
  4. train and validation of model.
  5. Evaluation on test data .

Describe alternatives you've considered

No response

Additional context

@khusheekapoor please assing me this issue . and please give it the label of GSSOC'23 with appropriate level.

Code of Conduct

khusheekapoor commented 1 year ago

@shashank1623 - you can go ahead! We are assigning you 21 days for this project, after which it will be assigned to someone else if not completed. All the best! Name the file as: algorithm_dataset.ipynb and link it in the readme of the labeled directory as algorithm - dataset.