Submitted by: Nabarup Maity(nabarupmaity@gmail.com)
Challenge link: https://zindi.africa/competitions/geoai-challege-location-mention-recognition-from-social-media
Kindly refer the notebooks for detailed solution I have tried to make it easy readable.
Data standards:
- For the given code it uses the train data for training model and validation data for model validation and test data for submission.(https://github.com/rsuwaileh/IDRISI/tree/main/LMR/data/EN/gold-random-json)
- As an external data I have used the pre-trained word vectors of glove twitter embedding with dimension of 100 that is of size <1 GB. Data is available at the following link (https://nlp.stanford.edu/projects/glove/)
- Packages: I have used the most recent version of python packages
Dependencies:
- Spacy en_core_web_sm model(python -m spacy download en/ python -m spacy download en_core_web_sm)
- Jsonlines(!pip install jsonlines)
- plot_keras_history(!pip install plot_keras_history)
- tensorflow_addons(!pip install tensorflow_addons)
Happy learning !!