diff --git a/CHANGELOG.md b/CHANGELOG.md
index ab1feb8bfec1af2c589266471497e1511242e142..aa4c7080c49e3fde60d801ddbe85410c4020d4fe 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,8 +1,9 @@
 # ChangeLog
 
-## Unreleased
+## [0.8.13] - 2023-08-29
 
 ### New Features
+- Add embedding finetuning (#7452)
 - Added support for RunGPT LLM (#7401)
 - Integration guide and notebook with DeepEval (#7425)
 - Added `VectorIndex` and `VectaraRetriever` as a managed index (#7440)
diff --git a/docs/end_to_end_tutorials/finetuning.md b/docs/end_to_end_tutorials/finetuning.md
index b04a5fba1443cd4312fd54a7d308dc0d8bacb814..c571827dc281be8a772e6040f6876dc119379bee 100644
--- a/docs/end_to_end_tutorials/finetuning.md
+++ b/docs/end_to_end_tutorials/finetuning.md
@@ -36,6 +36,14 @@ We created a comprehensive repo/guide showing you how to finetune an open-source
 
 Finetuning gives you a 5-10% increase in retrieval evaluation metrics. You can then plug this fine-tuned model into your RAG application with LlamaIndex. 
 
+```{toctree}
+---
+maxdepth: 1
+---
+Embedding Fine-tuning Guide </examples/finetuning/embeddings/finetune_embedding.ipynb>
+```
+
+**Old**
 ```{toctree}
 ---
 maxdepth: 1
diff --git a/experimental/openai_fine_tuning/openai_fine_tuning.ipynb b/experimental/openai_fine_tuning/openai_fine_tuning.ipynb
index 9f44573674802e469a96daf4c14a85e1b11d33f6..11945bad226fbbeb7dd4144faffe30f766137bab 100644
--- a/experimental/openai_fine_tuning/openai_fine_tuning.ipynb
+++ b/experimental/openai_fine_tuning/openai_fine_tuning.ipynb
@@ -811,7 +811,7 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "llama-index",
+   "display_name": "Python 3 (ipykernel)",
    "language": "python",
    "name": "python3"
   },
@@ -825,10 +825,9 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.10.12"
-  },
-  "orig_nbformat": 4
+   "version": "3.10.10"
+  }
  },
  "nbformat": 4,
- "nbformat_minor": 2
+ "nbformat_minor": 4
 }
diff --git a/llama_index/VERSION b/llama_index/VERSION
index 7eff8ab95266441fcf691ea2622287cdcae8f2f5..c2f73c6ecf7c1cc6f599de5ed2a93b43522ac09a 100644
--- a/llama_index/VERSION
+++ b/llama_index/VERSION
@@ -1 +1 @@
-0.8.12
+0.8.13