diff --git a/MetaAugment/README.md b/MetaAugment/README.md
index 18c2142165665ea15fa85fa4009e40ea307f091f..448ee7cef92f512c2596b2b51b4dfc280fb25676 100644
--- a/MetaAugment/README.md
+++ b/MetaAugment/README.md
@@ -1,4 +1,4 @@
-# MetaRL
+# AutoAugment Library
 
 Documentation:
 https://metaaugment.readthedocs.io/en/latest/
\ No newline at end of file
diff --git a/MetaAugment/agent_gen.py b/MetaAugment/agent_gen.py
deleted file mode 100644
index 15653a64292cc6863ffe65f033d64ca02d467188..0000000000000000000000000000000000000000
--- a/MetaAugment/agent_gen.py
+++ /dev/null
@@ -1,25 +0,0 @@
-from MetaAugment.autoaugment_learners.aa_learner import augmentation_space, aa_learner
-from MetaAugment.autoaugment_learners.evo_learner import evo_learner
-from MetaAugment.autoaugment_learners.gru_learner import gru_learner
-from MetaAugment.autoaugment_learners.randomsearch_learner import randomsearch_learner
-
-def gen_learner(name: str, **kwags):
-    """
-    Generates a learner based on input from the user. 
-
-    Parameters
-    -------------
-    name -> string
-        Of form 'gru', 'rand', 'evo' for GRU, Random search, or Evolutionary 
-        learner generation
-
-    **kwags -> key word arguments for respective learner
-    """
-    name == name.lower()
-    if name == "gru":
-        agent = gru_learner(**kwags)
-    elif name == "evo":
-        agent = evo_learner(**kwags)
-    elif name == "rand" or name == "random" or name == "ran":
-        agent = randomsearch_learner(**kwags)
-    return agent
diff --git a/MetaAugment/saved_models/mnist_0.9823.pkl b/MetaAugment/saved_models/mnist_0.9823.pkl
deleted file mode 100644
index c762f2750da9807132221b447aef89c0211b36bd..0000000000000000000000000000000000000000
Binary files a/MetaAugment/saved_models/mnist_0.9823.pkl and /dev/null differ