Updating codeblocks

Author: ajosh0504

docs/40-perform-vector-search/3-create-vector-index.mdx

@@ -2,4 +2,19 @@
 
 To retrieve documents from MongoDB using vector search, you must configure a vector search index on the collection into which you ingested your data. In this lab, you will programmatically create vector search indexes using MongoDB's Python driver.
 
-Run the cells under the **Step 5: Create a vector search index** section in the notebook to create a vector search index on the `books` collection.
+Fill in any `<CODE_BLOCK_N>` placeholders and run the cells under the **Step 5: Create a vector search index** section in the notebook to create a vector search index on the `books` collection.
+
+The answers for code blocks in this section are as follows:
+
+**CODE_BLOCK_6**
+
+<details>
+<summary>Answer</summary>
+<div>
+
+```python
+create_index(collection, ATLAS_VECTOR_SEARCH_INDEX_NAME, model)
+```
+
+</div>
+</details>

docs/40-perform-vector-search/4-run-vector-search-queries.mdx

@@ -6,7 +6,7 @@ Fill in any `<CODE_BLOCK_N>` placeholders and run the cells under the **Step 6:
 
 The answers for code blocks in this section are as follows:
 
-**CODE_BLOCK_6**
+**CODE_BLOCK_7**
 
 <details>
 <summary>Answer</summary>
@@ -19,7 +19,7 @@ get_embedding(user_query, mode)
 </div>
 </details>
 
-**CODE_BLOCK_7**
+**CODE_BLOCK_8**
 
 <details>
 <summary>Answer</summary>
@@ -44,7 +44,7 @@ get_embedding(user_query, mode)
 </div>
 </details>
 
-**CODE_BLOCK_8**
+**CODE_BLOCK_9**
 
 <details>
 <summary>Answer</summary>

docs/50-optimizing-vector-search/2-pre-filtering.mdx

@@ -6,7 +6,7 @@ Fill in any `<CODE_BLOCK_N>` placeholders and run the cells under the **Step 7:
 
 The answers for code blocks in this section are as follows:
 
-**CODE_BLOCK_9**
+**CODE_BLOCK_10**
 
 <details>
 <summary>Answer</summary>
@@ -33,7 +33,7 @@ The answers for code blocks in this section are as follows:
 </div>
 </details>
 
-**CODE_BLOCK_10**
+**CODE_BLOCK_11**
 
 <details>
 <summary>Answer</summary>
@@ -46,7 +46,7 @@ The answers for code blocks in this section are as follows:
 </div>
 </details>
 
-**CODE_BLOCK_11**
+**CODE_BLOCK_12**
 
 <details>
 <summary>Answer</summary>
@@ -74,7 +74,7 @@ The answers for code blocks in this section are as follows:
 </div>
 </details>
 
-**CODE_BLOCK_12**
+**CODE_BLOCK_13**
 
 <details>
 <summary>Answer</summary>

docs/50-optimizing-vector-search/3-similarity-functions.mdx

@@ -8,7 +8,7 @@ Fill in any `<CODE_BLOCK_N>` placeholders and run the cells under the **Step 8:
 
 The answers for code blocks in this section are as follows:
 
-**CODE_BLOCK_13**
+**CODE_BLOCK_14**
 
 <details>
 <summary>Answer</summary>

docs/50-optimizing-vector-search/4-vector-quantization.mdx

@@ -8,7 +8,7 @@ Fill in any `<CODE_BLOCK_N>` placeholders and run the cells under the **🦹‍
 
 The answers for code blocks in this section are as follows:
 
-**CODE_BLOCK_14**
+**CODE_BLOCK_15**
 
 <details>
 <summary>Answer</summary>