update redis ventures reference

Author: rbs333

content/develop/get-started/vector-database.md

@@ -247,4 +247,4 @@ From the description, this bike is an excellent match for younger children, and
 
 1. You can learn more about the query options, such as pre-filters and radius queries, by reading the [vector reference documentation]({{< relref "/develop/interact/search-and-query/advanced-concepts/vectors" >}}).
 2. The complete [search and query documentation]({{< relref "/develop/interact/search-and-query/" >}}) might be interesting for you.
-3. If you want to follow the code examples more interactively, then you can use the [Jupyter notebook](https://github.com/RedisVentures/redis-vss-getting-started/blob/main/vector_similarity_with_redis.ipynb) that inspired this quick start guide.
+3. If you want to follow the code examples more interactively, then you can use the [Jupyter notebook](https://github.com/redis-developer/redis-ai-resources/blob/main/python-recipes/vector-search/00_redispy.ipynb) that inspired this quick start guide.

content/integrate/amazon-bedrock/_index.md

@@ -36,4 +36,4 @@ To fully set up Bedrock with Redis Cloud, you will need to do the following:
 ## More info
 
 - [Amazon Bedrock integration blog post](https://redis.com/blog/amazon-bedrock-integration-with-redis-enterprise/)
-- [Detailed steps](https://github.com/RedisVentures/aws-redis-bedrock-stack/blob/main/README.md)
+- [Detailed steps](https://github.com/redis-applied-ai/aws-redis-bedrock-stack/blob/main/README.md)

content/integrate/redisvl/overview/cli.md

@@ -8,7 +8,7 @@ RedisVL is a Python library with a dedicated CLI to help load and create vector
 This document will walk through how to use the RedisVL CLI (`rvl`).
 
 {{< note >}}
-This document is a converted form of [this Jupyter notebook](https://github.com/RedisVentures/redisvl/blob/main/docs/user_guide/cli.ipynb).
+This document is a converted form of [this Jupyter notebook](https://github.com/redis/redis-vl-python/blob/161a287616142a9ab7390bca32aaf1cc3d8afc5f/README.md?plain=1#L335).
 {{< /note >}}
 
 Before beginning, be sure of the following:

content/integrate/redisvl/overview/install.md

@@ -38,7 +38,7 @@ pip install redisvl[hiredis]
 To install RedisVL from source, clone the repository and install the package using `pip`:
 
 ```bash
-$ git clone https://github.com/redisventures/redisvl.git && cd redisvl
+$ git clone https://github.com/redis/redis-vl-python.git && cd redis-vl-python
 $ pip install .
 
 # or for an editable installation (for developers of RedisVL)

content/integrate/redisvl/user-guide/get-started.md

@@ -16,7 +16,7 @@ RedisVL is a versatile Python library with an integrated CLI, which is designed
 7. Update a `SearchIndex` object.
 
 {{< note >}}
-This document is a converted form of [this Jupyter notebook](https://github.com/RedisVentures/redisvl/blob/main/docs/user_guide/getting_started_01.ipynb).
+This document is a converted form of [this Jupyter notebook](https://github.com/redis/redis-vl-python/blob/main/docs/user_guide/01_getting_started.ipynb).
 {{< /note >}}
 
 Before beginning, be sure of the following:

content/integrate/redisvl/user-guide/json-v-hashes.md

@@ -10,7 +10,7 @@ Out of the box, Redis provides a [variety of data structures](https://redis.com/
 In this document, you will learn how to use RedisVL with both [hash]({{< relref "/develop/data-types/hashes" >}}) and [JSON]({{< relref "/develop/data-types/json/" >}}) data.
 
 {{< note >}}
-This document is a converted form of [this Jupyter notebook](https://github.com/RedisVentures/redisvl/blob/main/docs/user_guide/hash_vs_json_05.ipynb).
+This document is a converted form of [this Jupyter notebook](https://github.com/redis/redis-vl-python/blob/main/docs/user_guide/05_hash_vs_json.ipynb).
 {{< /note >}}
 
 Before beginning, be sure of the following:

content/integrate/redisvl/user-guide/query-filter.md

@@ -8,15 +8,15 @@ weight: 3
 In this document, you will explore more complex queries that can be performed with RedisVL.
 
 {{< note >}}
-This document is a converted form of [this Jupyter notebook](https://github.com/RedisVentures/redisvl/blob/main/docs/user_guide/hybrid_queries_02.ipynb).
+This document is a converted form of [this Jupyter notebook](https://github.com/redis/redis-vl-python/blob/main/docs/user_guide/02_hybrid_queries.ipynb).
 {{< /note >}}
 
 Before beginning, be sure of the following:
 
 1. You have installed RedisVL and have that environment activated.
 1. You have a running Redis instance with the search and query capability.
 
-The sample binary data is in [this file on GitHub](https://github.com/RedisVentures/redisvl/blob/main/docs/user_guide/hybrid_example_data.pkl).
+The sample binary data is in [this file on GitHub](https://github.com/redis/redis-vl-python/blob/main/docs/user_guide/hybrid_example_data.pkl).
 
 ```python
 import pickle

content/integrate/redisvl/user-guide/semantic-caching.md

@@ -7,7 +7,7 @@ weight: 5
 ---
 
 {{< note >}}
-This document is a converted form of [this Jupyter notebook](https://github.com/RedisVentures/redisvl/blob/main/docs/user_guide/llmcache_03.ipynb).
+This document is a converted form of [this Jupyter notebook](https://github.com/redis/redis-vl-python/blob/main/docs/user_guide/03_llmcache.ipynb).
 {{< /note >}}
 
 Before beginning, be sure of the following:

content/integrate/redisvl/user-guide/vectorizers.md

@@ -13,7 +13,7 @@ In this document, you will learn how to use RedisVL to create embeddings using t
 1. Cohere
 
 {{< note >}}
-This document is a converted form of [this Jupyter notebook](https://github.com/RedisVentures/redisvl/blob/main/docs/user_guide/vectorizers_04.ipynb).
+This document is a converted form of [this Jupyter notebook](https://github.com/redis/redis-vl-python/blob/main/docs/user_guide/04_vectorizers.ipynb).
 {{< /note >}}
 
 Before beginning, be sure of the following: