Topic: skills
17,247 skills in this topic.
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scikit-survival
Comprehensive toolkit for survival analysis and time-to-event modeling in Python using scikit-survival. Use this skill when working with censored survival data, performing time-to-event analysis, fitting Cox models, Random Survival Forests, Gradient Boosting models, or Survival SVMs, evaluating survival predictions with concordance index or Brier score, handling competing risks, or implementing any survival analysis workflow with the scikit-survival library.
x-cmd/skill 19
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pytorch-lightning
Deep learning framework (PyTorch Lightning). Organize PyTorch code into LightningModules, configure Trainers for multi-GPU/TPU, implement data pipelines, callbacks, logging (W&B, TensorBoard), distributed training (DDP, FSDP, DeepSpeed), for scalable neural network training.
x-cmd/skill 19
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plotly
Interactive visualization library. Use when you need hover info, zoom, pan, or web-embeddable charts. Best for dashboards, exploratory analysis, and presentations. For static publication figures use matplotlib or scientific-visualization.
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sympy
Use this skill when working with symbolic mathematics in Python. This skill should be used for symbolic computation tasks including solving equations algebraically, performing calculus operations (derivatives, integrals, limits), manipulating algebraic expressions, working with matrices symbolically, physics calculations, number theory problems, geometry computations, and generating executable code from mathematical expressions. Apply this skill when the user needs exact symbolic results rather than numerical approximations, or when working with mathematical formulas that contain variables and parameters.
x-cmd/skill 19
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zinc-database
Access ZINC (230M+ purchasable compounds). Search by ZINC ID/SMILES, similarity searches, 3D-ready structures for docking, analog discovery, for virtual screening and drug discovery.
x-cmd/skill 19
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venue-templates
Access comprehensive LaTeX templates, formatting requirements, and submission guidelines for major scientific publication venues (Nature, Science, PLOS, IEEE, ACM), academic conferences (NeurIPS, ICML, CVPR, CHI), research posters, and grant proposals (NSF, NIH, DOE, DARPA). This skill should be used when preparing manuscripts for journal submission, conference papers, research posters, or grant proposals and need venue-specific formatting requirements and templates.
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vaex
Use this skill for processing and analyzing large tabular datasets (billions of rows) that exceed available RAM. Vaex excels at out-of-core DataFrame operations, lazy evaluation, fast aggregations, efficient visualization of big data, and machine learning on large datasets. Apply when users need to work with large CSV/HDF5/Arrow/Parquet files, perform fast statistics on massive datasets, create visualizations of big data, or build ML pipelines that do not fit in memory.
x-cmd/skill 19
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treatment-plans
Generate concise (3-4 page), focused medical treatment plans in LaTeX/PDF format for all clinical specialties. Supports general medical treatment, rehabilitation therapy, mental health care, chronic disease management, perioperative care, and pain management. Includes SMART goal frameworks, evidence-based interventions with minimal text citations, regulatory compliance (HIPAA), and professional formatting. Prioritizes brevity and clinical actionability.
x-cmd/skill 19
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figma-prototyping
Use when implementing Disney's 12 animation principles in Figma prototypes and Smart Animate
dylantarre/animation-principles 23
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calm-relaxation
Use when creating animations that soothe users, reduce anxiety, or create peaceful, meditative experiences.
dylantarre/animation-principles 23
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timing-principle-mastery
Use when determining animation durations, controlling pacing, establishing rhythm, or making motion feel appropriately weighted and emotionally resonant.
dylantarre/animation-principles 23
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anticipation-payoff
Use when designing action sequences, gags, reveals, or any motion that needs setup before delivery—preparing audiences for what's coming and maximizing impact.
dylantarre/animation-principles 23
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web-motion-design
Use when building CSS animations, JavaScript transitions, React/Vue motion, or any browser-based animation work.
dylantarre/animation-principles 23
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universal-tool
Use when implementing Disney's 12 animation principles with any animation tool or framework
dylantarre/animation-principles 23
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exaggeration-mastery
Use when determining how far to push motion beyond realism, calibrating animation intensity for context, or making key moments register with audiences.
dylantarre/animation-principles 23
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technical-constraints
Use when animation is limited by browser support, platform capabilities, or technical requirements
dylantarre/animation-principles 23
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problem-diagnosis
Use when animation "feels wrong" but you can't pinpoint why—debugging floaty movement, stiff characters, unclear action, or any motion that isn't working and needs systematic troubleshooting.
dylantarre/animation-principles 23
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Animation Principles - Absolute Beginner
Use when someone has never heard of animation principles, needs the simplest explanation possible, or is a complete newcomer to animation
dylantarre/animation-principles 23
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professionalism-credibility
Use when creating animations for business contexts that require seriousness, competence, and trustworthy presentation.
dylantarre/animation-principles 23
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power-confidence
Use when creating animations that convey strength, authority, or bold confidence in brand and product.
dylantarre/animation-principles 23
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game-development
Use when implementing game animations, player feedback, character movement, or interactive entertainment in Unity, Unreal, or other game engines.
dylantarre/animation-principles 23
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data-visualization
Use when animating charts, graphs, dashboards, data transitions, or any information visualization work.
dylantarre/animation-principles 23
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Animation Principles - Refresher
Use when an experienced animator needs a quick reminder of the 12 principles without basic explanations
dylantarre/animation-principles 23
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Animation Principles - Quick Start
Use when someone needs a rapid overview of all 12 animation principles in under 5 minutes
dylantarre/animation-principles 23