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Exploratory Data Analysis

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Data Thinking Notes
Data Thinking Notes
Nov 12, 2023 · Artificial Intelligence

Unlocking LLM Power: Semantic Search, Private Knowledge Bases, and Text‑to‑SQL for Data Teams

This article explores how large language models can boost data workflows by using embeddings for semantic retrieval, building domain‑specific knowledge bases for private Q&A, generating SQL code from natural language, and automating exploratory data analysis, offering practical steps and visual examples.

Exploratory Data AnalysisLLMText2SQL
0 likes · 7 min read
Unlocking LLM Power: Semantic Search, Private Knowledge Bases, and Text‑to‑SQL for Data Teams
Model Perspective
Model Perspective
Oct 12, 2022 · Fundamentals

Mastering Model‑Centric Statistics: From Exploratory Analysis to Bayesian Inference

This article explains how statistics—through data collection, exploratory analysis, descriptive metrics, visualization, and model‑centric inference—provides a framework for understanding and predicting phenomena, emphasizing the role of programming (e.g., Python) and Bayesian modeling principles such as simplicity and the Occam razor.

Bayesian inferenceData ScienceExploratory Data Analysis
0 likes · 6 min read
Mastering Model‑Centric Statistics: From Exploratory Analysis to Bayesian Inference