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@@ -7,25 +7,26 @@ Cobalt is a toolkit for illuminating and improving AI models and data.
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- ## **Why Cobalt?**
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- The time you have to understand and fix your model’s errors is limited, expensive, and hard to scale to the size of your dataset. Cobalt automates the otherwise painful step of looking for patterns in how your models are performing. We're here to make **topological data analysis (TDA)** easy to use.
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  ---
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- ## **Get Started**
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  Create a new virtual environment and install Cobalt with pip:
 
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  ```bash
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  pip install cobalt-ai
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-
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- ---
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  Then register your copy of Cobalt by opening a Python shell and running:
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  ```python
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  import cobalt
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  cobalt.register_license()
 
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  See the [setup instructions](https://docs.cobalt.bluelightai.com/setup.html) for more details.
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@@ -45,15 +46,16 @@ See the [setup instructions](https://docs.cobalt.bluelightai.com/setup.html) for
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  ---
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- ### Documentation
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  - [Full Documentation](https://docs.cobalt.bluelightai.com)
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  - [Example: Choosing the Best Embedding Model for Your E-commerce Vector Database](#)
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  ## Community
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  - **Slack**: [Join the BlueLightAI Community](https://join.slack.com/t/bluelightaicommunity/shared_invite/zt-2uj0iu5lh-5WgutuwH82RxAOwuq8ptqg)
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  - **Website**: [BlueLightAI](https://bluelightai.com/)
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  - **LinkedIn**: [BlueLightAI on LinkedIn](https://www.linkedin.com/company/bluelightai/)
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  - **YouTube**: [BlueLightAI on YouTube](https://www.youtube.com/@bluelightai-il6mc)
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-
 
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  ---
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+ ## Why Cobalt?
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+ The time you have to understand and fix your model’s errors is limited, expensive, and hard to scale to the size of your dataset. Cobalt automates the otherwise painful step of looking for patterns in how your models are performing. We're here to make topological data analysis (TDA) easy to use.
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  ---
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+ ## Get Started
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  Create a new virtual environment and install Cobalt with pip:
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+
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  ```bash
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  pip install cobalt-ai
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+ ```
 
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  Then register your copy of Cobalt by opening a Python shell and running:
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  ```python
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  import cobalt
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  cobalt.register_license()
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+ ```
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  See the [setup instructions](https://docs.cobalt.bluelightai.com/setup.html) for more details.
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  ---
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+ ## Documentation
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  - [Full Documentation](https://docs.cobalt.bluelightai.com)
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  - [Example: Choosing the Best Embedding Model for Your E-commerce Vector Database](#)
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+ ---
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+
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  ## Community
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  - **Slack**: [Join the BlueLightAI Community](https://join.slack.com/t/bluelightaicommunity/shared_invite/zt-2uj0iu5lh-5WgutuwH82RxAOwuq8ptqg)
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  - **Website**: [BlueLightAI](https://bluelightai.com/)
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  - **LinkedIn**: [BlueLightAI on LinkedIn](https://www.linkedin.com/company/bluelightai/)
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  - **YouTube**: [BlueLightAI on YouTube](https://www.youtube.com/@bluelightai-il6mc)