Update index.html

Author: Shubham2376G

docs/index.html

@@ -5024,7 +5024,6 @@ <h2>Key Takeaways</h2>
     tag: "DiT",
     subtitle: "",
     body: `
-      <h2>Cross-Attention</h2>
 
 <p>
   In LLMs, We have only text, So we usually use self-attention or multi-head self-attention.
@@ -5069,7 +5068,7 @@ <h2>One Possible Approach: Concatenate Everything</h2>
 <p> But our case is different  </p>
 
 <p>
-  here in self-attention, after we concatinate all the stream tokens, every token can look at every other token inside that stream.
+  Here in self-attention, after we concatinate all the stream tokens, every token can look at every other token inside that stream.
 </p>
 
 <ul>