diff --git a/README.md b/README.md
index c7e8fef1..de250167 100644
--- a/README.md
+++ b/README.md
@@ -96,7 +96,7 @@ This material exists as supplementary educational material for [Machine Learning
 
 **Title**: [The Bias Variance Tradeoff](https://mlu-explain.github.io/bias-variance/)
 
-**Summary**: Understand the tradeoff between under- and over-fitting models, how it relates to bias and variance, and explore interactive examples related to LASSO and KNN.
+**Summary**: Understand the tradeoff between under- and over-fitting models, how it relates to bias and variance, and explore interactive examples related to LOESS and KNN.
 
 **Code**: [/code/bias-variance/](/code/bias-variance)
 
@@ -116,7 +116,7 @@ This material exists as supplementary educational material for [Machine Learning
 
 ## Double Descent 2: A Mathematical Explanation
 
-<img src="./assets/gifs/double-desent2.gif" alt="Double Descent 2 Article Image" width="400"/>
+<img src="./assets/gifs/double-descent2.gif" alt="Double Descent 2 Article Image" width="400"/>
 
 **Title**: [Double Descent 2](https://mlu-explain.github.io/double-descent2/)
 
@@ -128,7 +128,7 @@ This material exists as supplementary educational material for [Machine Learning
 
 ## Running Locally
 
-This article holds code for each articles, as well as the generated builds from the code (e.g. the static assets comprising the articles).
+This article holds code for each articles (under the `code` directory), as well as the generated builds from the code (e.g. the static assets comprising the articles).
 
 First, clone this repo.
 
@@ -151,7 +151,7 @@ Now, to run the development version:
 npm start
 ```
 
-To build and view the static assests:
+To build and view the static assets:
 
 ```bash
 # build assets
diff --git a/assets/gifs/double-desent2.gif b/assets/gifs/double-descent2.gif
similarity index 100%
rename from assets/gifs/double-desent2.gif
rename to assets/gifs/double-descent2.gif
diff --git a/code/bias-variance/index.html b/code/bias-variance/index.html
index d82398b1..d6866f8b 100644
--- a/code/bias-variance/index.html
+++ b/code/bias-variance/index.html
@@ -473,7 +473,7 @@ <h1 class="model-header">It's Finally Over</h1>
             <i>Exhales deeply.</i> It's finally over. Thanks for reading! We
             hope that the article is insightful no matter where you are along
             your machine learning journey, and that you came away with a better
-            undersatnding of the bias variance tradeoff. <br /><br />
+            understanding of the bias variance tradeoff. <br /><br />
             To make things compact, we skipped over some relevant topics (such
             as regularization), but stay-tuned for more MLU-Explain articles,
             where we plan to explain those, and other, topics related to machine