Cancel changesData Science For The Wild Dolphin Project

This is a collection of scripts to build and analyze dolphin communication models and communicate the results with domain experts.

• The models from IJCNN20, December 2019 are here.
• The version with DTW + HMMs is here, June 2020
• The HTK version of the Conv LSTM HMM Hybrid is here, Aug 2021
• The version that also includes a lot of evaluastion and training here Sep 2021

• 1. lib_dolphin: Training and Evaluation of Machine Learning Models
• 2. pipeline.py: Run this to build a model
• 3. decoder_worker.py: Implement everything abotu decoding audio files
• 4. app.py: Web server visualizing the results
• 5. notebooks: Some experimental notebooks
• 6. templates: HTML templates for webapp
• 7. dtw_index: dtw index server in c++
• 8. dolphin_mnist: java program to label audio data

• sklearn
• tensorflow 2.0
• numpy / scipy
• numba
• matplotlib
• htk
• kneed
• fastavro
• redis
• flask
• flask-login
• polling