diff --git a/README.md b/README.md
index e2377e5..d149917 100644
--- a/README.md
+++ b/README.md
@@ -7,25 +7,31 @@ pip install -U certifi
 
 /Applications/Python 3.X/Install Certificates.command
 ```
-## decryptoai
+# decryptoai
 
 decryptoai is a package that keeps track of my algorithm implementations. It is not deployed to PyPi because the algorithms are still experimental. It may be installed by cloning the repo and pip installing decryptoai in the same directory.
 
-# notebooks/word2vec/word2vec_integration
+
+## notebooks/word2vec/word2vec_integration
 First look at how word2vec embeddings behave in the Decrypto context
 
-# notebooks/datamuse
+
+## notebooks/datamuse
 Use the [Datamuse API](https://www.datamuse.com/api/) and asyncio to generate synthetic datasets
 
-# notebooks/proof-of-concept
+
+## notebooks/proof-of-concept
 Demonstrate original approach to interpretable Decrypto Guessing and Intercepting agents
 
-# notebooks/word2vec
+
+## notebooks/word2vec
 Use word2vec embeddings to create heuristics that make our POC prototypes competent
 
-# notebooks/word2vec/word2vec_supervised_guesser.ipynb
+
+## notebooks/word2vec/word2vec_supervised_guesser.ipynb
 Explore more traditional approach to Guesser using neural nets. Has demoonstrated that game-ification may inspire attention-based architecture!
 
-# notebooks/alternative_guessers.ipynb
+
+## notebooks/alternative_guessers.ipynb
 Other guessing algorithms I considered that used COmpetitive Programming techniques like Recursive Backtracking, Dynamic Programming, and enumerating bitsets