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Streamline Analyst is a cutting-edge, open-source application powered by Large Language Models (LLMs) designed to revolutionize data analysis. This Data Analysis Agent effortlessly automates all the tasks such as data cleaning, preprocessing, and even complex operations like identifying target objects, partitioning test sets, and selecting the best-fit models based on your data. With Streamline Analyst, results visualization and evaluation become seamless.
Features
- Documentation available
- Examples available
- Demo available
- Target Variable Identification: LLMs adeptly pinpoint the target variable
- Null Value Management: Choose from a variety of strategies such as mean, median, mode filling, interpolation, or introducing new categories for handling missing data, all recommended by LLMs
- Data Encoding Tactics: Automated suggestions and completions for the best encoding methods, including one-hot, integer mapping, and label encoding
- Dimensionality Reduction with PCA
- Data Transformation and Normalization: Utilize Box-Cox transformation and normalization techniques to improve data distribution and scalability
Project Samples
License
MIT LicenseFollow Streamline Analyst
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