Automated Report Generation for Flight Training
goals
Given aviation manual PDF, find and extract topics based on the keywords specific to each topic.
challenges
- Collection of meaningful sentences as data..
- Find and remove keywords correlated to multiple topics.
- Clean and find new keywords.
solution
An Elasticsearch model that matches keywords to the pdf and extracts topics based on those keywords. Built an alternate bi-LSTM model trained on numerous pdf manuals to extract topics. New keywords were added using the data bi-LSTM was trained on.
results
- The Elasticsearch model was successful to extract topics with a recall of over 90%.
- The bi-LSTM model extracted topics with 99% accuracy.