notebook-module-refactoring
Safe refactoring of Jupyter notebook code into Python modules
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Safe refactoring of Jupyter notebook code into Python modules
Fix PPO training early-stop issues. Trigger when: (1) impossible drawdown values (>100%), (2) training stops too early, (3) need adaptive recovery instead of hard stop.
Fix phantom MaxDD values in training by calibrating reward_scale. Trigger when: (1) validation MaxDD shows 35-80% values, (2) MaxDD doesn't correlate with training quality, (3) gating thresholds seem too lenien...
SNAKE vs RASTER tile acquisition patterns for image stitching in KINTSUGI
KINTSUGI processing principles: Never sacrifice quality for speed, always use GPU when available. Trigger: performance optimization, CPU/GPU choice, fast mode, quality vs speed.
Trading dashboard P&L visualization with profit tracker integration, win-rate overlays, R-multiples, and configurable settings
Set up conda with multiple group storage locations on HiPerGator, including cache isolation
Debugging constant Markov regime features in RL observations - when HMM probabilities show uniform values instead of dynamic regime estimates
Optimizing segmentation feature extraction, SOM clustering, and spatial analysis for multiplex immunofluorescence imaging with cell compartment and ECM features
Spatial region-aware cell matching for CODEX/scRNAseq integration
Preventing Jupyter cell hangs with explicit CuPy GPU memory cleanup
Per-sector candidate limits using yfinance sector data. Trigger when: (1) universe selection has too many candidates, (2) need sector diversity in candidate pool, (3) downloading historical data takes too long.
Testing suite with benchmarking for version-to-version performance comparison
KINTSUGI quantification plots: Always save QC heatmaps and profiles as PDF
Evaluate a React component against the Design System and propose UX/UI improvements based on Figma best practices. Use when reviewing components for design compliance, checking UI consistency, or improving user...
Perigon ASP.NET Core + EF Core + Aspire conventions
Angular 21+ standalone/Material/signal conventions for Perigon WebApp
Pointers for Copilot/agents to apply Perigon conventions
Git workflow patterns for the ACDC Digital monorepo including commit conventions, branching strategy, and common operations. Use when committing code, managing branches, or resolving git issues.
Expert guidance for Convex backend development including queries, mutations, actions, schema design, and real-time database patterns. Use when working with Convex functions, database operations, or serverless b...
Next.js 15+ development patterns with App Router, Server Components, Client Components, and Convex integration. Use when building React components, pages, layouts, or working with Next.js features in this monor...
Navigate and understand the ACDC Digital monorepo structure with multiple projects including Soloist, SMNB, and AURA. Use when exploring the codebase, understanding project relationships, or finding specific fi...
Create distinctive, production-grade frontend interfaces using Tailwind CSS and shadcn/ui. Use when building React components, pages, or applications that need polished visual design. Generates creative, memora...
Best practices for skill structure and types. Use when creating skills.
默认按已收录数据中的 GitHub 仓库 Stars 排序。Stars 属于来源仓库,同一仓库的多个技能可能共享相同数值;它反映仓库关注度,不代表单个技能的安装量或质量评分。