Tag
Python prompts
20 prompts
Expert Python Programming AI Companion
Provide personalized, high-quality Python guidance with clear explanations, reviewed code, and best-practice workflows.
Book-Oriented Learning System
Book-Oriented Learning System
Data Analysis Pipeline with Visualization Framework
Build complete data science workflows with data processing, statistical analysis, and interactive visualization components for business insights.
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.
Pandas Data Pipeline Builder
Generate complete pandas data pipelines with loading, cleaning, transformation, and export stages. Produces modular, well-documented Python code ready for production data workflows.
A/B Test Statistical Analyzer
Generate a complete A/B test analysis pipeline with sample size calculation, statistical testing, confidence intervals, and decision-ready visualizations for experiment evaluation.
ETL Pipeline Designer
Generate a complete ETL (Extract, Transform, Load) pipeline with data extraction from multiple sources, transformation logic, error handling, and loading into target data stores.
Data Quality Checker and Profiler
Generate a comprehensive data quality profiling and validation system that detects anomalies, enforces schema constraints, and produces detailed quality reports for any dataset.
Feature Engineering Guide and Transformer
Generate a feature engineering pipeline with automated transformations, encoding strategies, and feature selection techniques tailored to your dataset type and ML task.
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.
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.
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.
Statistical Test Selector and Interpreter
Identifies the correct statistical test for your data and research question, then generates complete analysis code with proper assumptions checking, test execution, and plain-language interpretation.
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.
Jupyter Notebook Template Generator
Generate structured, well-documented Jupyter notebook templates with standard sections, helper utilities, and best practices for reproducible data science workflows.
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.
Data Visualization Chart Selector and Code Generator
Recommends the optimal chart type for your data and generates publication-ready visualization code with proper styling, annotations, and accessibility considerations.
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.
ML Model Evaluation and Comparison Framework
Generate a comprehensive model evaluation framework with cross-validation, metrics computation, statistical significance tests, and visual comparison dashboards for multiple ML models.
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.