Implement analytics, data analysis, and visualization best practices using Python, Jupyter, and modern data tools.

Expert guidance for data analysis, visualization, and Jupyter Notebook development with pandas, matplotlib, seaborn, and numpy.

Visual hierarchy, z-index, shadows, animations ve white space kuralları.

Modern web design principles for responsive layouts, accessibility, and visual hierarchy.

Kapsamlı test stratejileri ve 2025 test araçları. Unit, integration, e2e ve visual testing.

Comprehensive audio analysis with waveform visualization, spectrogram, BPM detection, key detection, frequency analysis, and loudness metrics.

Visual testing - catch invisible buttons, broken layouts, contrast

Analyze survey responses with Likert scale analysis, cross-tabulations, sentiment scoring, and frequency distributions with visualizations.

Generates architecture diagrams from code, infrastructure, or descriptions. Use when user asks to visualize, diagram, or document system architecture.

Reduce feature dimensionality using PCA, t-SNE, and feature selection for feature reduction, visualization, and computational efficiency

Interpret machine learning models using SHAP, LIME, feature importance, partial dependence, and attention visualization for explainability

Perform statistical hypothesis testing, regression analysis, ANOVA, and t-tests with plain-English interpretations and visualizations.

Generates architecture diagrams from Terraform code. Use when user has .tf files or asks to visualize Terraform infrastructure.

Render PDF pages or cropped regions to PNG images for visual verification.

Generate design systems and theme variations. Creates cohesive visual systems with color schemes, typography, and component styling.

Design and build dashboards that track key performance indicators. Select relevant metrics, visualize data effectively, and communicate insights to stakeholders.

Use when user needs visual UI design, interface creation, component systems, design systems, interaction patterns, or accessibility-focused user interfaces.

Use when asked to visualize sales territories, coverage areas, service regions, or geographic boundaries on interactive maps.

Apple Intelligence skills for on-device AI features including Foundation Models, Visual Intelligence, and intelligent assistants. Use when implementing AI-powered features.

Iterative UI/UX polishing workflow for web applications. The exact prompt and methodology for achieving Stripe-level visual polish through multiple passes.