Chapter 5: AI Tools for Data Science and Analytics
Abstract : AI tools for Data Science & Analytics streamline tasks from data prep to visualization, using features like natural language queries ( Pandas AI , Claude ), automated ML ( DataRobot ), and advanced BI ( Tableau , Power BI ) to offer predictive modeling, insights, and code-free analysis, catering to both technical pros ( TensorFlow , Jupyter ) and business users ( Akkio , Julius AI ) for faster, deeper data understanding. Key Categories & Tools Data Analysis & Manipulation: Pandas AI/Claude: Use natural language prompts (e.g., "cost of blue pencils") to analyze pandas DataFrames or large files, explains calculations. KNIME : Open-source, visual workflow for ML, good for beginners to experts. Alteryx : Automates data prep and blending. Business Intelligence (BI) & Visualization: Tableau : AI-powered predictions, integrates with R/Python. Microsoft Power BI : Text analytics, sent...