Implement comprehensive testing strategies with pytest, fixtures, mocking, and test-driven development. Use when...
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17,525 skills
Expert guidance for Fully Sharded Data Parallel training with PyTorch FSDP - parameter sharding, mixed precision,...
Deep learning framework (PyTorch Lightning). Organize PyTorch code into LightningModules, configure Trainers for...
Senior QMS Audit Expert for internal and external quality management system auditing. Provides ISO 13485 audit...
Senior Quality Documentation Manager for comprehensive documentation control and regulatory document review....
Senior Quality Manager Responsible Person (QMR) for HealthTech and MedTech companies. Provides overall quality...
ISO 13485 Quality Management System specialist for medical device companies. Provides QMS implementation,...
Picks random winners from lists, spreadsheets, or Google Sheets for giveaways, raffles, and contests. Ensures fair,...
Build Retrieval-Augmented Generation (RAG) systems for LLM applications with vector databases and semantic search....
Scalable data processing for ML workloads. Streaming execution across CPU/GPU, supports Parquet/CSV/JSON/images....
Distributed training orchestration across clusters. Scales PyTorch/TensorFlow/HuggingFace from laptop to 1000s of...
Cheminformatics toolkit for fine-grained molecular control. SMILES/SDF parsing, descriptors (MW, LogP, TPSA),...
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Upgrade React applications to latest versions, migrate from class components to hooks, and adopt concurrent...
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Keep README files current with project changes. Use when project structure changes, features added, or setup...
Senior Regulatory Affairs Manager expertise for HealthTech and MedTech companies. Provides strategic regulatory...
PDF generation toolkit. Create invoices, reports, certificates, forms, charts, tables, barcodes, QR codes,...
Write competitive research proposals for NSF, NIH, DOE, and DARPA. Agency-specific formatting, review criteria,...
Look up current research information using Perplexity's Sonar Pro or Sonar Reasoning Pro models through OpenRouter....
Senior Risk Management specialist for medical device companies implementing ISO 14971 risk management throughout...
RNN+Transformer hybrid with O(n) inference. Linear time, infinite context, no KV cache. Train like GPT (parallel),...
Single-cell RNA-seq analysis. Load .h5ad/10X data, QC, normalization, PCA/UMAP/t-SNE, Leiden clustering, marker...
Systematic framework for evaluating scholarly and research work based on the ScholarEval methodology. This skill...