updated readme

Author: yaringal

readme.md

@@ -7,3 +7,17 @@ To run an experiment:
 ./cleanup path-to-exp
 THEANO_FLAGS='allow_gc=False,device=gpu,floatX=float32' ./spearmint path-to-exp/config.pb --driver=local --method=GPEIOptChooser --max-concurrent=1 --max-finished-jobs=30
 ```
+then:
+```
+THEANO_FLAGS='allow_gc=False,device=gpu,floatX=float32' python experiment.py
+```
+
+I updated the scripts to run with the latest version of Keras. I also added a new experiments, using 10x training epochs compared to the original paper (which gives a drastic improvement both in terms of RMSE and test log-likelihood).
+
+Updated results (compared to original results):
+
+**Dataset** | Dropout RMSE (original) | Dropout Test LL (original) | Dropout RMSE (updated) | Dropout Test LL (updated)
+--- | --- | --- | --- | ---
+Boston Housing | 2.97 ± 0.85 | 2.798140 +- 0.837979 | -2.46 ± 0.25 | -2.389279 +- 0.201823
+Concrete Strength | 5.23 ± 0.53 | 4.814728 +- 0.640773 | -3.04 ± 0.09 | -2.940342 +- 0.100622
+Energy Efficiency | 1.66 ± 0.19 | 1.086462 +- 0.207133 | -1.99 ± 0.09 | -1.717450 +- 0.073061