diff --git a/README.md b/README.md
index 4e44889e66d7e3de1bb19f1c5c22cad141420095..83a634a9dc07780df3ee65469edd8e58e3ba9ba9 100644
--- a/README.md
+++ b/README.md
@@ -1,4 +1,4 @@
-# Top-notch Transformers
+# Lean, elegant, explorative Transformers
 
 This package implements Transformers using standard PyTorch code.
 Transformer models implement enhancements and encourage best-practices
@@ -34,7 +34,7 @@ python -m pip install git+<repository-uri>@pytorch-2.0
 ```
 import torch
 
-from tn_transformers import LPETransformer
+from lee_transformers import LPETransformer
 
 
 batch_size = 2
@@ -64,7 +64,7 @@ assert outputs.shape == (batch_size, output_seq_len, num_outputs)
 ```
 import torch
 
-from tn_transformers import LPETransformer
+from lee_transformers import LPETransformer
 
 
 batch_size = 2
@@ -90,7 +90,7 @@ assert outputs.shape == (batch_size, input_seq_len, num_outputs)
 ```
 import torch
 
-from tn_transformers import LPETransformer
+from lee_transformers import LPETransformer
 
 
 batch_size = 2
@@ -117,7 +117,7 @@ assert outputs.shape == (batch_size, input_seq_len, num_outputs)
 ```
 import torch
 
-from tn_transformers import LPETransformer
+from lee_transformers import LPETransformer
 
 
 batch_size = 2
diff --git a/docs/Makefile b/docs/Makefile
index 80bde15bcfc86df500b1049671fa498ccce0c9df..e013d609e6756081b113ddaddadb05618d32dfa2 100644
--- a/docs/Makefile
+++ b/docs/Makefile
@@ -23,5 +23,5 @@ clean:
 # Catch-all target: route all unknown targets to Sphinx using the new
 # "make mode" option.  $(O) is meant as a shortcut for $(SPHINXOPTS).
 %: Makefile
-	@$(SPHINXPREBUILD) -o "$(GENERATEDDIR)" "$(SOURCEDIR)"/../tn_transformers
+	@$(SPHINXPREBUILD) -o "$(GENERATEDDIR)" "$(SOURCEDIR)"/../lee_transformers
 	@$(SPHINXBUILD) -M $@ "$(SOURCEDIR)" "$(BUILDDIR)" $(SPHINXOPTS) $(O)
diff --git a/docs/index.rst b/docs/index.rst
index 7a31f8e1e729b7aaed3e9dec48166b7092bb9885..25811a446ee013d0b8826c44c2f716e224526c61 100644
--- a/docs/index.rst
+++ b/docs/index.rst
@@ -1,6 +1,6 @@
 .. TN-Transformers documentation master file.
 
-.. Assumes `sphinx-apidoc -o generated ../tn_transformers` to have been
+.. Assumes `sphinx-apidoc -o generated ../lee_transformers` to have been
    ran from this directory.
 
 TN-Transformers
diff --git a/tn_transformers/__init__.py b/lee_transformers/__init__.py
similarity index 100%
rename from tn_transformers/__init__.py
rename to lee_transformers/__init__.py
diff --git a/tn_transformers/attention_masks.py b/lee_transformers/attention_masks.py
similarity index 100%
rename from tn_transformers/attention_masks.py
rename to lee_transformers/attention_masks.py
diff --git a/tn_transformers/common.py b/lee_transformers/common.py
similarity index 100%
rename from tn_transformers/common.py
rename to lee_transformers/common.py
diff --git a/tn_transformers/initialization.py b/lee_transformers/initialization.py
similarity index 100%
rename from tn_transformers/initialization.py
rename to lee_transformers/initialization.py
diff --git a/tn_transformers/layers/__init__.py b/lee_transformers/layers/__init__.py
similarity index 100%
rename from tn_transformers/layers/__init__.py
rename to lee_transformers/layers/__init__.py
diff --git a/tn_transformers/layers/adaptive_computation_time.py b/lee_transformers/layers/adaptive_computation_time.py
similarity index 100%
rename from tn_transformers/layers/adaptive_computation_time.py
rename to lee_transformers/layers/adaptive_computation_time.py
diff --git a/tn_transformers/layers/glu_layers.py b/lee_transformers/layers/glu_layers.py
similarity index 100%
rename from tn_transformers/layers/glu_layers.py
rename to lee_transformers/layers/glu_layers.py
diff --git a/tn_transformers/layers/positional_encodings.py b/lee_transformers/layers/positional_encodings.py
similarity index 100%
rename from tn_transformers/layers/positional_encodings.py
rename to lee_transformers/layers/positional_encodings.py
diff --git a/tn_transformers/layers/resampling.py b/lee_transformers/layers/resampling.py
similarity index 100%
rename from tn_transformers/layers/resampling.py
rename to lee_transformers/layers/resampling.py
diff --git a/tn_transformers/layers/rms_norm.py b/lee_transformers/layers/rms_norm.py
similarity index 100%
rename from tn_transformers/layers/rms_norm.py
rename to lee_transformers/layers/rms_norm.py
diff --git a/tn_transformers/layers/rpe_mha.py b/lee_transformers/layers/rpe_mha.py
similarity index 100%
rename from tn_transformers/layers/rpe_mha.py
rename to lee_transformers/layers/rpe_mha.py
diff --git a/tn_transformers/layers/seq_pool.py b/lee_transformers/layers/seq_pool.py
similarity index 100%
rename from tn_transformers/layers/seq_pool.py
rename to lee_transformers/layers/seq_pool.py
diff --git a/tn_transformers/layers/utils.py b/lee_transformers/layers/utils.py
similarity index 100%
rename from tn_transformers/layers/utils.py
rename to lee_transformers/layers/utils.py
diff --git a/tn_transformers/models/__init__.py b/lee_transformers/models/__init__.py
similarity index 100%
rename from tn_transformers/models/__init__.py
rename to lee_transformers/models/__init__.py
diff --git a/tn_transformers/models/common.py b/lee_transformers/models/common.py
similarity index 100%
rename from tn_transformers/models/common.py
rename to lee_transformers/models/common.py
diff --git a/tn_transformers/models/lpe_transformer.py b/lee_transformers/models/lpe_transformer.py
similarity index 100%
rename from tn_transformers/models/lpe_transformer.py
rename to lee_transformers/models/lpe_transformer.py
diff --git a/tn_transformers/models/rpe_transformer.py b/lee_transformers/models/rpe_transformer.py
similarity index 100%
rename from tn_transformers/models/rpe_transformer.py
rename to lee_transformers/models/rpe_transformer.py
diff --git a/tn_transformers/models/transformer.py b/lee_transformers/models/transformer.py
similarity index 100%
rename from tn_transformers/models/transformer.py
rename to lee_transformers/models/transformer.py
diff --git a/tn_transformers/schedules.py b/lee_transformers/schedules.py
similarity index 100%
rename from tn_transformers/schedules.py
rename to lee_transformers/schedules.py
diff --git a/tn_transformers/typing.py b/lee_transformers/typing.py
similarity index 100%
rename from tn_transformers/typing.py
rename to lee_transformers/typing.py
diff --git a/setup.py b/setup.py
index 2a39bb80d79a5d86b48d2bc37699394c6cedfde7..bbbb6c728c45332ca929d3b13fed81c1e3b15a8f 100644
--- a/setup.py
+++ b/setup.py
@@ -1,7 +1,7 @@
 from setuptools import find_packages, setup
 
 setup(
-    name='tn_transformers',
+    name='lee_transformers',
     python_requires='>=3.8',
     version='0.1.6',
     packages=find_packages(),
diff --git a/test/test_layers.py b/test/test_layers.py
index cada1db62e5a7ca2f949dab78720ed531337a55a..cada158fbbaea84ae2897422e6443d5bde05a557 100644
--- a/test/test_layers.py
+++ b/test/test_layers.py
@@ -2,7 +2,7 @@ import unittest
 
 import torch as th
 
-from tn_transformers.layers import (
+from lee_transformers.layers import (
     AdaptiveComputationTime,
     DownscalingXPosEncoding,
     GBST,
diff --git a/test/test_masks.py b/test/test_masks.py
index a6f7166f28aaa3757e32a05abc6ff03bcf681c70..676497d33f9ca540e21658f3f3aa512eeee63018 100644
--- a/test/test_masks.py
+++ b/test/test_masks.py
@@ -2,7 +2,7 @@ import unittest
 
 import torch as th
 
-from tn_transformers.attention_masks import (
+from lee_transformers.attention_masks import (
     alibi,
     causal,
     full,
diff --git a/test/test_models.py b/test/test_models.py
index b837ffd7a35859c4e55801710e76029769767a67..7156ce1a6d0991c2940137f34bdff0ffcec6cdbc 100644
--- a/test/test_models.py
+++ b/test/test_models.py
@@ -2,8 +2,8 @@ import unittest
 
 import torch as th
 
-from tn_transformers import LPETransformer, RPETransformer, Transformer
-from tn_transformers.layers import PositionalEncoding
+from lee_transformers import LPETransformer, RPETransformer, Transformer
+from lee_transformers.layers import PositionalEncoding
 from .common import check_grad