Dashboard and Reporting Builder with Streamlit or Dash
Generate a complete interactive dashboard application with data loading, filtering, charts, KPIs, and layout using Streamlit or Plotly Dash for data-driven reporting and monitoring.
Web Scraping Pipeline Generator
Generate a complete web scraping pipeline with request handling, HTML parsing, rate limiting, error recovery, and structured data extraction for building datasets from web sources.
Experiment Tracking Setup with MLflow or W&B
Generate a complete experiment tracking configuration with MLflow or Weights & Biases including logging, artifact management, model registry, and comparison dashboards.
Data Warehouse Schema Designer
Design a complete data warehouse schema with dimensional modeling, fact and dimension tables, slowly changing dimensions, and ETL mapping from source systems.
SQL Query Optimizer and Rewriter
Analyze SQL queries for performance issues and generate optimized versions with proper indexing recommendations, query rewrites, and execution plan analysis.
Recommendation Engine Builder
Generate a complete recommendation system with collaborative filtering, content-based, or hybrid approaches including data preparation, model training, evaluation, and serving logic.
NLP Text Processing Pipeline
Generate a complete NLP text processing pipeline with tokenization, cleaning, feature extraction, and downstream task setup for text classification, entity extraction, or sentiment analysis.
Time Series Forecasting Pipeline
Generate a complete time series forecasting pipeline with data preparation, model selection, validation strategy, and forecast visualization for business planning and demand prediction.
Anomaly Detection System Setup
Generate a complete anomaly detection system with multiple detection algorithms, threshold tuning, alerting logic, and visualization for monitoring data streams or batch datasets.
Data Catalog and Documentation Builder
Generate a comprehensive data catalog with schema documentation, column descriptions, lineage tracking, and usage examples for datasets across your organization.
ML Model Training Pipeline Scaffold
Generate a complete machine learning training pipeline with data splitting, preprocessing, model training, hyperparameter tuning, and experiment logging ready for production deployment.
Jupyter Notebook Template Generator
Generate structured, well-documented Jupyter notebook templates with standard sections, helper utilities, and best practices for reproducible data science workflows.