From 6c25aa5e752822740efe5ce7dbb4c2d32d42c4f6 Mon Sep 17 00:00:00 2001
From: lisekarimi <lisaka18121986@gmail.com>
Date: Sat, 7 Jun 2025 05:23:09 +0200
Subject: [PATCH] Clean up notebook to reduce file sizes

---
 .../08_rag_qa_assistant.ipynb                 | 41 ++++++++++++-------
 1 file changed, 27 insertions(+), 14 deletions(-)

diff --git a/week5/community-contributions/08_rag_qa_assistant.ipynb b/week5/community-contributions/08_rag_qa_assistant.ipynb
index 6c44496..2d0affb 100644
--- a/week5/community-contributions/08_rag_qa_assistant.ipynb
+++ b/week5/community-contributions/08_rag_qa_assistant.ipynb
@@ -51,7 +51,8 @@
     "\n",
     "---\n",
     "📢 Find more LLM notebooks on my [GitHub repository](https://github.com/lisekarimi/lexo)"
-   ]
+   ],
+   "outputs": []
   },
   {
    "cell_type": "markdown",
@@ -59,7 +60,8 @@
    "metadata": {},
    "source": [
     "## 📥 Imports"
-   ]
+   ],
+   "outputs": []
   },
   {
    "cell_type": "code",
@@ -103,7 +105,8 @@
    "metadata": {},
    "source": [
     "## 🔐 Load env variables and configuration"
-   ]
+   ],
+   "outputs": []
   },
   {
    "cell_type": "code",
@@ -132,7 +135,8 @@
    "metadata": {},
    "source": [
     "## 📄 Load files as Document objects into memory"
-   ]
+   ],
+   "outputs": []
   },
   {
    "cell_type": "code",
@@ -181,7 +185,8 @@
    "metadata": {},
    "source": [
     "## ✂️ Splitting documents into chunks"
-   ]
+   ],
+   "outputs": []
   },
   {
    "cell_type": "code",
@@ -239,7 +244,8 @@
    "metadata": {},
    "source": [
     "## 🧠 Chuncks Embedding"
-   ]
+   ],
+   "outputs": []
   },
   {
    "cell_type": "code",
@@ -258,7 +264,8 @@
    "metadata": {},
    "source": [
     "## 💾 Save embedded chunks to Chroma database"
-   ]
+   ],
+   "outputs": []
   },
   {
    "cell_type": "code",
@@ -303,7 +310,8 @@
    "metadata": {},
    "source": [
     "## 📊 Visualizing the Vector Store"
-   ]
+   ],
+   "outputs": []
   },
   {
    "cell_type": "code",
@@ -372,7 +380,8 @@
    "metadata": {},
    "source": [
     "![image.png](attachment:image.png)"
-   ]
+   ],
+   "outputs": []
   },
   {
    "cell_type": "code",
@@ -426,7 +435,8 @@
    "metadata": {},
    "source": [
     "![image.png](attachment:image.png)"
-   ]
+   ],
+   "outputs": []
   },
   {
    "cell_type": "markdown",
@@ -434,7 +444,8 @@
    "metadata": {},
    "source": [
     "## 🔍 Query Chroma"
-   ]
+   ],
+   "outputs": []
   },
   {
    "cell_type": "code",
@@ -492,7 +503,8 @@
    "metadata": {},
    "source": [
     "## 🗣️ LLM and answers"
-   ]
+   ],
+   "outputs": []
   },
   {
    "cell_type": "code",
@@ -581,7 +593,8 @@
    "metadata": {},
    "source": [
     "## 🎛️ Gradio interface"
-   ]
+   ],
+   "outputs": []
   },
   {
    "cell_type": "code",
@@ -694,4 +707,4 @@
  },
  "nbformat": 4,
  "nbformat_minor": 5
-}
+}
\ No newline at end of file