Update README.md

README.md

@@ -43,34 +43,35 @@ This is a reinforcement learning model trained to predict real-time sales conver
 - **Action Space**: Continuous (conversion probability 0-1)
 - **Feature Extractor**: Custom Linear layers
 
-## Quick Start
-## Run On Colab With unsloth/gemma-3-4b-it-GGUF model and BAAI/bge-m3 opensource embeddings 
 
-[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/drive/19wcOQQs_wlEhHSQdOftOErjMjM8CjoaC?usp=sharing)
-## Run Open-Source Model Directly
-```bash
-!git lfs install
-!git clone https://huggingface.co/DeepMostInnovations/sales-conversion-model-reinf-learning
-%cd sales-conversion-model-reinf-learning
-
-!python opensource_inference.py --model_path sales_conversion_model
-```
 
 ### Installation
-Important to use python 3.10 version for inference case, otherwise it will cause layer dim errors
+Important to use python 3.11 version for inference case, otherwise it will cause layer dim errors
 ```bash
-conda create -n sales pip python=3.10
-conda activate sales
+conda create -n salespy11 pip python=3.11
+conda activate salespy11
 pip install azure-openai stable-baselines3 numpy torch huggingface_hub
 git lfs install
 git clone https://huggingface.co/DeepMostInnovations/sales-conversion-model-reinf-learning
 cd sales-conversion-model-reinf-learning
 ```
+## Quick Start
+**Run On Colab With unsloth/gemma-3-4b-it-GGUF model and BAAI/bge-m3 opensource embeddings**
 
+[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/drive/19wcOQQs_wlEhHSQdOftOErjMjM8CjoaC?usp=sharing)
+
+## Run Open-Source Model Directly
+```bash
+!python opensource_inference.py --model_path sales_conversion_model
+```
 
-## Run
+## Run azure embedding trained model
+Important to use python 3.10 version for inference case, otherwise it will cause layer dim errors
 
 ```bash
+conda create -n salespy10 pip python=3.110
+conda activate salespy110
+pip install azure-openai stable-baselines3 numpy torch huggingface_hub
 python sales_inference.py --model_path sales_model.zip --conversation_json sample_conv_generated.json --azure_api_key "api_key" --azure_endpoint "https://resource_name.openai.azure.com/" --azure_deployment_name "text-embedding-3-large" --azure_api_version "2023-12-01-preview" --embedding_dim 3072
 ```
 ## Output