initial

README.md

 ## Install
  1. To setup project & download data run the following commands:
     - ```conda env create -f environment.yml```
-    - ```cd raw_data```
-    - ```download_data.sh```
+    - download data (https://zenodo.org/record/3678171#.XnTC7nVKjmE) & unzip into ```~/shared/DCASE_Task_2```
+    
  2. Setup MongoDB & Ominboard for Sacred Logger
     - https://docs.mongodb.com/manual/installation/
     - https://github.com/vivekratnavel/omniboard
-## Run experiment
-
-python -m experiments.vae_experiment  with 
-
-```
-cd vae_priors
-
-# Vanilla
-python -m experiments.vae_experiment with -p prior_class=priors.StandardNormalPrior prior.kwargs.weight=1.0 -m student2.cp.jku.at:27017:better_priors 
-# Beta VAE
-python -m experiments.vae_experiment with -p prior_class=priors.StandardNormalPrior prior.kwargs.weight=150.0 -m student2.cp.jku.at:27017:better_priors 
-# Annealed VAE
-python -m experiments.vae_experiment with -p prior_class=priors.StandardNormalPrior prior.kwargs.c_max=10 prior.kwargs.c_stop_epoch=200 prior.kwargs.weight=1000.0 -m student2.cp.jku.at:27017:better_priors 
-# Factor VAE
-python -m experiments.vae_experiment with -p prior_class=priors.StandardNormalPrior prior.kwargs.weight=1.0 use_factor=True factor.kwargs.weight=10.0 -m student2.cp.jku.at:27017:better_priors 
-# Orthogonal
-python -m experiments.vae_experiment with -p prior_class=priors.OrthogonalPrior prior.kwargs.weight=1000.0 -m student2.cp.jku.at:27017:better_priors 
-# Simplex
-python -m experiments.vae_experiment with -p prior_class=priors.SimplexPrior prior.kwargs.weight=1000.0 -m student2.cp.jku.at:27017:better_priors 
-# BETA TCVAE
-python -m experiments.vae_experiment with -p prior_class=priors.BetaTCVaePrior prior.kwargs.weight=1.0 -m student2.cp.jku.at:27017:better_priors 
-
-```
-
-4. Results are in MongoDB and experiment_logs folder
 
+## Run experiment
 
-## TODOs
-- Testing
-- Typing
-- Datasets
-- Priors
-- Models
-- Make model more readable
-- ...
\ No newline at end of file
+   tba