diff --git a/CHANGELOG.md b/CHANGELOG.md
index 1ce625e..f38d441 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,5 +1,9 @@
 ### Version 0.3.6
 
+* Improved memory usage for `network_from_motifs_fasta` when a large number of sequences or TFs are used
+
+### Version 0.3.6
+
 * Fix bug in saved location output
 
 ### Version 0.3.5
diff --git a/setup.py b/setup.py
index e9fcda7..d788ce2 100644
--- a/setup.py
+++ b/setup.py
@@ -3,7 +3,7 @@
 
 install_requires = ["numpy", "pandas>=1.0", "HTSeq", "pybedtools", "scipy", "pathos", "sklearn", "tqdm"]
 tests_require = ["coverage", "nose", "pysam"]
-version = "0.3.6"
+version = "0.3.7"
 
 # Description from README.md
 base_dir = os.path.dirname(os.path.abspath(__file__))