From ea7fddb03ab58d86defaf65e7005250316ab8ffa Mon Sep 17 00:00:00 2001
From: Jonah Ramponi <jonahramponi2@gmail.com>
Date: Wed, 3 Apr 2024 21:13:12 +0100
Subject: [PATCH] new pages

---
 content/posts/intro_to_attention.md |  2 +-
 content/posts/knowledge_graphs.md   | 11 +++++++++++
 content/posts/vector_databases.md   | 11 +++++++++++
 3 files changed, 23 insertions(+), 1 deletion(-)
 create mode 100644 content/posts/knowledge_graphs.md
 create mode 100644 content/posts/vector_databases.md

diff --git a/content/posts/intro_to_attention.md b/content/posts/intro_to_attention.md
index b7c6102..f9e3ece 100644
--- a/content/posts/intro_to_attention.md
+++ b/content/posts/intro_to_attention.md
@@ -198,7 +198,7 @@ The overall output of the process is then simply
 Concat() simply concatenates our output matrices. The output matrix of size $(n \times d_v)$ for each head is simply our matrices stacked on top of one another like so
 
 \begin{equation*}
-    \text{Concat}(\text{head}_1, \dots, \text{head}_h) = \begin{pmatrix}
+    \text{Concat}(head_1, \dots, head_h) = \begin{pmatrix}
 head_{1_{11}} & \dots & head_{1_{1d_v}} & \dots & head_{H_{11}} & \dots & head_{H_{1d_v}} \\ 
 head_{1_{21}} & \dots & head_{1_{2d_v}} & \dots & head_{H_{21}} & \dots & head_{H_{2d_v}} \\ 
 \vdots & \ddots & \vdots & \dots & \vdots & \ddots & \vdots \\ 
diff --git a/content/posts/knowledge_graphs.md b/content/posts/knowledge_graphs.md
new file mode 100644
index 0000000..b5d40cb
--- /dev/null
+++ b/content/posts/knowledge_graphs.md
@@ -0,0 +1,11 @@
+---
+title: Knowledge Graphs
+description: A brief introduction to knowledge graphs
+date: 2024-01-30
+tldr: A brief introduction to knowledge graphs
+draft: false
+tags: [RAG] 
+---
+
+Please check back later, this section is in progress :)
+
diff --git a/content/posts/vector_databases.md b/content/posts/vector_databases.md
new file mode 100644
index 0000000..3563528
--- /dev/null
+++ b/content/posts/vector_databases.md
@@ -0,0 +1,11 @@
+---
+title: Vector Databases
+description: A brief introduction to vector databases
+date: 2024-01-30
+tldr: A brief introduction to vector databases
+draft: false
+tags: [RAG] 
+---
+
+Please check back later, this section is in progress :)
+