diff --git a/docs_src/api/nn/functional/index.rst b/docs_src/api/nn/functional/index.rst
index 1556b55..2b90f3e 100644
--- a/docs_src/api/nn/functional/index.rst
+++ b/docs_src/api/nn/functional/index.rst
@@ -12,13 +12,11 @@ This module contains the following members:
 * :func:`batch_normMemSave`
 * :func:`convMemSave`
 * :func:`dropoutMemSave`
-* :func:`linearMemSave`
 * :func:`maxpool2dMemSave`
 * :func:`reluMemSave`
 
 .. autofunction:: batch_normMemSave
 .. autofunction:: convMemSave
 .. autofunction:: dropoutMemSave
-.. autofunction:: linearMemSave
 .. autofunction:: maxpool2dMemSave
 .. autofunction:: reluMemSave
diff --git a/docs_src/api/nn/index.rst b/docs_src/api/nn/index.rst
index e456693..8afd6cb 100644
--- a/docs_src/api/nn/index.rst
+++ b/docs_src/api/nn/index.rst
@@ -11,7 +11,6 @@ This module contains the following members:
 * :class:`MemSaveConvTranspose1d <memsave_torch.nn.MemSaveConvTranspose2d>`
 * :class:`MemSaveConvTranspose2d <memsave_torch.nn.MemSaveConvTranspose2d>`
 * :class:`MemSaveConvTranspose3d <memsave_torch.nn.MemSaveConvTranspose2d>`
-* :class:`MemSaveLinear <memsave_torch.nn.MemSaveLinear>`
 * :class:`MemSaveReLU <memsave_torch.nn.MemSaveReLU>`
 * :class:`MemSaveMaxPool2d <memsave_torch.nn.MemSaveMaxPool2d>`
 * :class:`MemSaveBatchNorm2d <memsave_torch.nn.MemSaveBatchNorm2d>`
@@ -41,7 +40,6 @@ Learnable Layers
    MemSaveConvTranspose1d
    MemSaveConvTranspose2d
    MemSaveConvTranspose3d
-   MemSaveLinear
 
 
 Activations and Pooling Layers
diff --git a/docs_src/conf.py b/docs_src/conf.py
index 0d91e00..8035e6f 100644
--- a/docs_src/conf.py
+++ b/docs_src/conf.py
@@ -64,7 +64,7 @@
     "github_url": "https://github.com/plutonium-239/memsave_torch",
     "og_image_url": "https://memsave-torch.readthedocs.io/_static/memsave_torch_logo_inv_text_256x256.png",
     "nav_links": [
-        {"title": "memsave_torch", "url": "/index"},
+        {"title": "memsave_torch", "url": "index"},
     ],
     "nav_links_align": "center",
 }
diff --git a/memsave_poster.pdf b/memsave_poster.pdf
new file mode 100644
index 0000000..1f32c94
Binary files /dev/null and b/memsave_poster.pdf differ