diff --git a/README.md b/README.md
index ac3cbac832..54552367de 100644
--- a/README.md
+++ b/README.md
@@ -1,6 +1,6 @@
 <div align="center">
 
-<img src="docs/source/_images/logos/lightning-logo.png" width="400px">
+<img src="docs/source/_images/logos/lightning_logo-name.png" width="400px">
 
 
 **The lightweight PyTorch wrapper for high-performance AI research.    
diff --git a/docs/.build_docs.sh b/docs/.build_docs.sh
index ed14a808f8..2b57c47953 100644
--- a/docs/.build_docs.sh
+++ b/docs/.build_docs.sh
@@ -1 +1,3 @@
-rm -rf source/generated; make clean ; make html --debug --jobs 2 SPHINXOPTS="-W"
\ No newline at end of file
+rm -rf source/generated
+make clean
+make html --debug --jobs 2 SPHINXOPTS="-W"
\ No newline at end of file
diff --git a/docs/source/_images/logos/lightning-logo.png b/docs/source/_images/logos/lightning_logo-name.png
similarity index 100%
rename from docs/source/_images/logos/lightning-logo.png
rename to docs/source/_images/logos/lightning_logo-name.png
diff --git a/docs/source/_images/logos/lightning_logo-name.svg b/docs/source/_images/logos/lightning_logo-name.svg
index d684eb0fdc..ec6a2ee3bd 100755
--- a/docs/source/_images/logos/lightning_logo-name.svg
+++ b/docs/source/_images/logos/lightning_logo-name.svg
@@ -5,76 +5,66 @@
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    xmlns:svg="http://www.w3.org/2000/svg"
    xmlns="http://www.w3.org/2000/svg"
-   xmlns:xlink="http://www.w3.org/1999/xlink"
    xmlns:sodipodi="http://sodipodi.sourceforge.net/DTD/sodipodi-0.dtd"
    xmlns:inkscape="http://www.inkscape.org/namespaces/inkscape"
-   width="298.00275"
-   height="38.072266"
-   viewBox="0 0 298.00275 38.072266"
+   width="230"
+   height="40"
+   viewBox="0 0 644.18524 111.87158"
    version="1.1"
-   id="svg11"
-   sodipodi:docname="lightning_logo-name.svg"
-   inkscape:version="0.92.3 (2405546, 2018-03-11)">
+   id="svg8"
+   inkscape:version="1.0.1 (c497b03c, 2020-09-10)"
+   sodipodi:docname="lightning_logo-name.svg">
+  <defs
+     id="defs2" />
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+     id="base"
+     pagecolor="#ffffff"
+     bordercolor="#666666"
+     borderopacity="1.0"
+     inkscape:pageopacity="0.0"
+     inkscape:pageshadow="2"
+     inkscape:zoom="0.49497475"
+     inkscape:cx="864.07689"
+     inkscape:cy="99.209138"
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+     inkscape:document-rotation="0"
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+     fit-margin-top="0"
+     fit-margin-left="0"
+     fit-margin-right="0"
+     fit-margin-bottom="0"
+     inkscape:window-width="1252"
+     inkscape:window-height="855"
+     inkscape:window-x="2122"
+     inkscape:window-y="375"
+     inkscape:window-maximized="0" />
   <metadata
-     id="metadata17">
+     id="metadata5">
     <rdf:RDF>
       <cc:Work
          rdf:about="">
         <dc:format>image/svg+xml</dc:format>
         <dc:type
            rdf:resource="http://purl.org/dc/dcmitype/StillImage" />
+        <dc:title></dc:title>
       </cc:Work>
     </rdf:RDF>
   </metadata>
-  <defs
-     id="defs15" />
-  <sodipodi:namedview
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-     objecttolerance="10"
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-     inkscape:current-layer="svg11" />
-  <!-- Generator: Sketch 56.3 (81716) - https://sketch.com -->
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