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2 | 2 |
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3 | 3 | ### Automate local data analysis with groups of tool-using GPT agents. |
4 | 4 |
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5 | | -ChatGPT and Code Interpreter has changed the way of data analysis. |
| 5 | +ChatGPT and Code Interpreter has changed the way of data analysis. |
6 | 6 | But have you ever got frustrated about ... |
7 | | -* Limited runtime and computing resources (no GPU access!) |
8 | | -* Challenges in handling large and complex local datasets (which is hard to upload) |
9 | | -* Certain Python packages being unavailable in online environment. |
10 | | -* No vision ability to interpret the generated figures. |
11 | | -* Lack of organized output from the analysis. |
| 7 | + |
| 8 | +* 🤔 Limited runtime and computing resources (no GPU access!) |
| 9 | +* 📊 Challenges in handling large and complex local datasets (which is hard to upload) |
| 10 | +* 📦 Certain Python packages being unavailable in online environment. |
| 11 | +* 🚫 No vision ability to interpret the generated figures. |
| 12 | +* 🧩 Lack of organized output from the analysis. |
| 13 | + |
12 | 14 |
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13 | 15 | This project aims to replicate the online code interpreter experience locally, but also addressing all the issues mentioned above: |
14 | | -* Code generation and execution in a local Python kernel |
15 | | -* Full access to your data on local storage |
16 | | -* A supervisor agent guides the coding agent to iteratively solve data analysis problems |
17 | | -* Vision capabilities for the coding agent to interpret visual figures |
18 | | -* Organized output, exported as Jupyter notebooks, PDF, and HTML |
19 | 16 |
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| 17 | +* 💻 Code generation and execution in a local Python kernel |
| 18 | +* 📂 Full access to your data on local storage |
| 19 | +* 🤖 A supervisor agent guides the coding agent to iteratively solve data analysis problems |
| 20 | +* 👀 Vision capabilities for the coding agent to interpret visual figures |
| 21 | +* 📚 Organized output, exported as Jupyter notebooks, PDF, and HTML |
20 | 22 | <!-- A data analysis project is usually motivated by a high level question and then break it down into --> |
21 | 23 |
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22 | 24 | <!-- ## 🚀 Current Project Status: Transforming Data Analysis |
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