diff --git a/docs/core/advanced/wal.md b/docs/core/advanced/wal.md
index 7c5c1aa..b520271 100644
--- a/docs/core/advanced/wal.md
+++ b/docs/core/advanced/wal.md
@@ -6,7 +6,7 @@ request (aka transaction) is safely stored before acknowledging back to the user
 after writing to the WAL, the data is also written to the index. This enables Chroma to serve as real-time search
 engine, where the data is available for querying immediately after it is written to the WAL.
 
-Below is a diagram that illustrates the WAL in ChromaDB (ca. v0.5.1322):
+Below is a diagram that illustrates the WAL in ChromaDB (ca. v0.5.20):
 
 ![WAL](../../assets/images/WAL.png){: style="width:100%"}
 
diff --git a/docs/core/configuration.md b/docs/core/configuration.md
index fe8a982..a42f83a 100644
--- a/docs/core/configuration.md
+++ b/docs/core/configuration.md
@@ -165,6 +165,12 @@ HNSW for your use case. All HNSW parameters are configured as metadata for a col
 - Possible values: `l2`, `cosine`, `ip`
 - Parameter **_cannot_** be changed after index creation.
 
+**Example**:
+
+```python
+res = client.create_collection("my_collection", metadata={ "hnsw:space": "cosine"})
+```
+
 ### `hnsw:construction_ef`
 
 **Description**: Controls the number of neighbours in the HNSW graph to explore when adding new vectors. The more
@@ -178,6 +184,12 @@ explores the better and more exhaustive the results will be. Increasing the valu
 - Values must be positive integers.
 - Parameter **_cannot_** be changed after index creation.
 
+**Example**:
+
+```python
+res = client.create_collection("my_collection", metadata={ "hnsw:construction_ef": 100})
+```
+
 ### `hnsw:M`
 
 **Description**: Controls the maximum number of neighbour connections (M), a newly inserted vector. A higher value
@@ -191,6 +203,12 @@ consumption.
 - Values must be positive integers.
 - Parameter **_cannot_** be changed after index creation.
 
+**Example**:
+
+```python
+res = client.create_collection("my_collection", metadata={ "hnsw:M": 16})
+```
+
 ### `hnsw:search_ef`
 
 **Description**: Controls the number of neighbours in the HNSW graph to explore when searching. Increasing this requires
@@ -203,6 +221,12 @@ more memory for the HNSW algo to explore the nodes during knn search.
 - Values must be positive integers.
 - Parameter **_can_** be changed after index creation.
 
+**Example**:
+
+```python
+res = client.create_collection("my_collection", metadata={ "hnsw:search_ef": 10})
+```
+
 ### `hnsw:num_threads`
 
 **Description**: Controls how many threads HNSW algo use.
@@ -214,6 +238,12 @@ more memory for the HNSW algo to explore the nodes during knn search.
 - Values must be positive integers.
 - Parameter **_can_** be changed after index creation.
 
+**Example**:
+
+```python
+res = client.create_collection("my_collection", metadata={ "hnsw:num_threads": 4})
+```
+
 ### `hnsw:resize_factor`
 
 **Description**: Controls the rate of growth of the graph (e.g. how many node capacity will be added) whenever the
@@ -226,6 +256,12 @@ current graph capacity is reached.
 - Values must be positive floating point numbers.
 - Parameter **_can_** be changed after index creation.
 
+**Example**:
+
+```python
+res = client.create_collection("my_collection", metadata={ "hnsw:resize_factor": 1.2})
+```
+
 ### `hnsw:batch_size`
 
 **Description**: Controls the size of the Bruteforce (in-memory) index. Once this threshold is crossed vectors from BF
@@ -239,6 +275,12 @@ gets transferred to HNSW index. This value can be changed after index creation.
 - Values must be positive integers.
 - Parameter **_can_** be changed after index creation.
 
+**Example**:
+
+```python
+res = client.create_collection("my_collection", metadata={ "hnsw:batch_size": 100})
+```
+
 ### `hnsw:sync_threshold`
 
 **Description**: Controls the threshold when using HNSW index is written to disk.
@@ -272,19 +314,6 @@ res = client.create_collection("my_collection", metadata={
 
 Updating HNSW parameters after creation
 
-```python
-import chromadb
-
-client = chromadb.HttpClient()  # Adjust as per your client
-res = client.get_or_create_collection("my_collection", metadata={
-    "hnsw:search_ef": 200,
-    "hnsw:num_threads": 8,
-    "hnsw:resize_factor": 2,
-    "hnsw:batch_size": 10000,
-    "hnsw:sync_threshold": 1000000,
-})
-```
-
-!!! tip "get_or_create_collection overrides"
+!!! warning "Updating HNSW parameters"
 
-    When using `get_or_create_collection()` with `metadata` parameter, existing metadata will be overridden with the new values.
\ No newline at end of file
+    Updating HNSW parameters after index creation is not supported as of version `0.5.5`.
diff --git a/docs/index.md b/docs/index.md
index aca8b7b..56e45b7 100644
--- a/docs/index.md
+++ b/docs/index.md
@@ -4,9 +4,9 @@ This is a collection of small guides and recipes to help you get started with Ch
 
 !!! warning "Critical Fix in 0.5.13"
 
-    If you are using Chroma `>=0.5.7` and `<=0.5.13` please upgrade to `0.5.13` or later as there is a critical bug that can cause data loss. Read more on the [GH Issue #2922](https://github.com/chroma-core/chroma/issues/2922).
+    If you are using Chroma `>=0.5.7` and `<=0.5.13` please upgrade to `0.5.13+` or later as there is a critical bug that can cause data loss. Read more on the [GH Issue #2922](https://github.com/chroma-core/chroma/issues/2922).
 
-Latest ChromaDB version: [0.5.18](https://github.com/chroma-core/chroma/releases/tag/0.5.18)
+Latest ChromaDB version: [0.5.20](https://github.com/chroma-core/chroma/releases/tag/0.5.20)
 
 
 ## New and Noteworthy
diff --git a/docs/running/running-chroma.md b/docs/running/running-chroma.md
index e117347..e4c30d3 100644
--- a/docs/running/running-chroma.md
+++ b/docs/running/running-chroma.md
@@ -40,7 +40,7 @@ Prerequisites:
 - Docker - [Overview of Docker Desktop | Docker Docs](https://docs.docker.com/desktop/)
 
 ```shell
-docker run -d --rm --name chromadb -v ./chroma:/chroma/chroma -e IS_PERSISTENT=TRUE -e ANONYMIZED_TELEMETRY=TRUE chromadb/chroma:0.5.13
+docker run -d --rm --name chromadb -v ./chroma:/chroma/chroma -e IS_PERSISTENT=TRUE -e ANONYMIZED_TELEMETRY=TRUE chromadb/chroma:0.5.20
 ```
 
 Options:
@@ -72,7 +72,7 @@ docker compose up -d --build
 If you want to run a specific version of Chroma you can checkout the version tag you need:
 
 ```shell
-git checkout release/0.5.13
+git checkout release/0.5.20
 ```
 
 ### Docker Compose (Without Cloning the Repo)
@@ -93,7 +93,7 @@ networks:
     driver: bridge
 services:
   chromadb:
-    image: chromadb/chroma:0.5.13
+    image: chromadb/chroma:0.5.20
     volumes:
       - ./chromadb:/chroma/chroma
     environment:
@@ -106,7 +106,7 @@ services:
       - net
 ```
 
-The above will create a container with the latest Chroma (`chromadb/chroma:0.5.13`), will expose it to port `8000` on
+The above will create a container with the latest Chroma (`chromadb/chroma:0.5.20`), will expose it to port `8000` on
 the local machine and will persist data in `./chromadb` relative path from where the `docker-compose.yaml` has been ran.
 
 !!! tip "Versioning"
@@ -148,7 +148,7 @@ Get and install the chart:
 ```bash
 helm repo add chroma https://amikos-tech.github.io/chromadb-chart/
 helm repo update
-helm install chroma chroma/chromadb --set chromadb.apiVersion="0.5.13"
+helm install chroma chroma/chromadb --set chromadb.apiVersion="0.5.20"
 ```
 
 By default the chart will enable authentication in Chroma. To get the token run the following:
diff --git a/docs/security/chroma-ssl-cert.md b/docs/security/chroma-ssl-cert.md
index a6c67af..4289323 100644
--- a/docs/security/chroma-ssl-cert.md
+++ b/docs/security/chroma-ssl-cert.md
@@ -111,7 +111,7 @@ You can run Chroma with the SSL/TLS certificate generate above or any other cert
     
     services:
       server:
-        image: chromadb/chroma:0.5.13
+        image: chromadb/chroma:0.5.20
         volumes:
           # Be aware that indexed data are located in "/chroma/chroma/"
           # Default configuration for persist_directory in chromadb/config.py
diff --git a/docs/security/ssl-proxies.md b/docs/security/ssl-proxies.md
index c6542ba..e9f321a 100644
--- a/docs/security/ssl-proxies.md
+++ b/docs/security/ssl-proxies.md
@@ -104,7 +104,7 @@ services:
       sh -c "/usr/local/bin/wait-for-certs.sh && \
       /opt/bitnami/envoy/bin/envoy -c /opt/bitnami/envoy/conf/envoy.yaml"
   chromadb:
-    image: chromadb/chroma:0.5.13
+    image: chromadb/chroma:0.5.20
     volumes:
       - ./chromadb:/chroma/chroma
     environment:
@@ -166,7 +166,7 @@ services:
     environment:
       - CHROMA_DOMAIN=${CHROMA_DOMAIN:-localhost}
   chromadb:
-    image: chromadb/chroma:0.5.13
+    image: chromadb/chroma:0.5.20
     volumes:
       - ./chromadb:/chroma/chroma
     environment:
diff --git a/docs/strategies/memory-management.md b/docs/strategies/memory-management.md
index a5a4be8..cb587fd 100644
--- a/docs/strategies/memory-management.md
+++ b/docs/strategies/memory-management.md
@@ -34,7 +34,7 @@ To enable the LRU cache the following two settings parameters or environment var
 
     The below code snippets assume you are working with a `PersistentClient` or an `EphemeralClient` instance.
 
-At the time of writing (Chroma v0.5.1322), Chroma does not allow you to manually unloading of collections from memory.
+At the time of writing (Chroma v0.5.20), Chroma does not allow you to manually unloading of collections from memory.
 
 Here we provide a simple utility function to help users unload collections from memory.