diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md
index 74187362..c65ece1f 100644
--- a/CONTRIBUTING.md
+++ b/CONTRIBUTING.md
@@ -10,10 +10,10 @@ Here's the current explanation of the labels:
Label | Expertise Required | Notes |
easy | Familiar with Go | Usually there would be a link to an existing implementation that is similar |
-requires linalg knowledge | Linear algebra knowledge required on top of being familiar with Go | Linalg knowledge will go a long way in helping identify subtler bugs |
+requires Linear Algebra knowledge | Linear algebra knowledge required on top of being familiar with Go | Linear Algebra knowledge will go a long way in helping identify subtler bugs |
no label | Knowledge about Gorgonia | |
-help wanted | Various expertise | Typically it means the task requires extranormal specialty that the author doesn't possess |
-complicated | - | The code change will affect and involve many files |
+help wanted | Various expertise | Typically it means the task requires extranormal speciality that the author doesn't possess |
+complicated | - | The code change will affect, and involve many files |
diff --git a/LICENSE b/LICENSE
index 5e6b7923..7bec963a 100644
--- a/LICENSE
+++ b/LICENSE
@@ -186,5 +186,4 @@ TERMS AND CONDITIONS FOR USE, REPRODUCTION, AND DISTRIBUTION
defend, and hold each Contributor harmless for any liability
incurred by, or claims asserted against, such Contributor by reason
of your accepting any such warranty or additional liability.
-
-END OF TERMS AND CONDITIONS
\ No newline at end of file
+END OF TERMS AND CONDITIONS
diff --git a/README.md b/README.md
index 57fabf5d..cc611480 100644
--- a/README.md
+++ b/README.md
@@ -27,7 +27,7 @@ Gorgonia aims to do the same, but for the Go environment. Gorgonia is currently
The package is go-gettable: `go get -u github.com/chewxy/gorgonia`.
-There are very few dependencies that Gorgonia uses - and they're all pretty stable, so as of now, there isn't a need for vendoring tools. These are the list of external packages that Gorgonia calls, ranked in order of reliance that this package has (subpackages are omitted):
+There are very few dependencies that Gorgonia uses - and they're all pretty stable, so as of now there isn't a need for vendoring tools. These are the list of external packages that Gorgonia calls, ranked in order of reliance that this package has (subpackages are omitted):
|Package|Used For|Vitality|Notes|Licence|
|-------|--------|--------|-----|-------|