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These tools are freely available for personal use. I have used them all. There is no marketing system here. No kickback, affiliate whatever.
Context Analytics
Context Analytics describes techniques used to "connect the dots".
RAGflow
RAGflow can read annual reports, spreadsheets and other finance documents. You can extract the relevant information with chats or tools.
RAGFlow | RAGFlow
Description will go into a meta tag in <head />
RAGFlow
- accelerate analytics
- provide procedures and requirements to genrative AI tools
- perform RnD
DSPy
DSPy is a declarative framework to use (self-hosted) GenAI. It's developed at Stanford NLP. Prompts are like cookbooks, but instead just specify what you want and let the math do its magic.
- statistical approaches for specification driven tools
GitHub - stanfordnlp/dspy: DSPy: The framework for programming—not prompting—language models
DSPy: The framework for programming—not prompting—language models - stanfordnlp/dspy
GitHubstanfordnlp
Data Analytics
Data Analytics is about understanding what's in the data.
Metabase
Metabase is a Tableau Server like application with a different approach to dashboards.
Open source Business Intelligence and Embedded Analytics
Metabase is the easy, open-source way for everyone to ask questions and learn from data.
Metabase | Open source Business Intelligence and Embedded Analytics
- Questions-focused content structure
Rath
Rath is not just a Tableau-style application. It's an automated data exploration tool (that does not require GenAI). It can produce declarative visualizations in Vega, which are not boilerplate code known from plotly or matplotlib .
- Candlestick Charts are possible
- For low-code dashboards, this can be used with Streamlit
GitHub - Kanaries/Rath: Next generation of automated data exploratory analysis and visualization platform.
Next generation of automated data exploratory analysis and visualization platform. - Kanaries/Rath
GitHubKanaries