amazon-from-space

Deep Learning: CNN Model

Planet: Understanding-the-Amazon-from-Space

Kaggle Competition consisting in using satellite data to track the human footprint in the Amazon rainforest.

• Follow either of the steps to use the Dataset

  1. Download the DataSet: (https://www.kaggle.com/datasets/nikitarom/planets-dataset)

  2. Use Kaggle API to fetch the dataset onto colab

     • Get the API TOKEN

     • Set the Kaggle Environment and configure the directory

     • Run the command:

       !kaggle datasets download -d nikitarom/planets-dataset
       

• Use any of the IDEs to create a Notebook

  1. Google Colab (Preferably)
  2. Kaggle Notebook
  3. Jupyter Notebook

Steps to Develop a CNN model:

1. Import the necessary libraries
2. Load the Dataset
   1. Working on Dataset Paths
3. Data Preprocessing
   1. One Hot Encoding
   2. Functions to create Performance Measures
4. Model Building
   1. Train the model
5. Optimization
6. Submission
   1. Loading the predicted values to CSV file

My Notebook has yielded Mean FScore Beta: 0.90592