PDF generation toolkit. Create invoices, reports, certificates, forms, charts, tables, barcodes, QR codes,...
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Senior Regulatory Affairs Manager expertise for HealthTech and MedTech companies. Provides strategic regulatory...
Keep README files current with project changes. Use when project structure changes, features added, or setup...
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Upgrade React applications to latest versions, migrate from class components to hooks, and adopt concurrent...
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Cheminformatics toolkit for fine-grained molecular control. SMILES/SDF parsing, descriptors (MW, LogP, TPSA),...
Distributed training orchestration across clusters. Scales PyTorch/TensorFlow/HuggingFace from laptop to 1000s of...
Scalable data processing for ML workloads. Streaming execution across CPU/GPU, supports Parquet/CSV/JSON/images....
Build Retrieval-Augmented Generation (RAG) systems for LLM applications with vector databases and semantic search....
Picks random winners from lists, spreadsheets, or Google Sheets for giveaways, raffles, and contests. Ensures fair,...
ISO 13485 Quality Management System specialist for medical device companies. Provides QMS implementation,...
Senior Quality Manager Responsible Person (QMR) for HealthTech and MedTech companies. Provides overall quality...
Senior Quality Documentation Manager for comprehensive documentation control and regulatory document review....
Senior QMS Audit Expert for internal and external quality management system auditing. Provides ISO 13485 audit...
Deep learning framework (PyTorch Lightning). Organize PyTorch code into LightningModules, configure Trainers for...
Expert guidance for Fully Sharded Data Parallel training with PyTorch FSDP - parameter sharding, mixed precision,...
Implement comprehensive testing strategies with pytest, fixtures, mocking, and test-driven development. Use when...
Profile and optimize Python code using cProfile, memory profilers, and performance best practices. Use when...
Create distributable Python packages with proper project structure, setup.py/pyproject.toml, and publishing to PyPI....
Therapeutics Data Commons. AI-ready drug discovery datasets (ADME, toxicity, DTI), benchmarks, scaffold splits,...
Genomic file toolkit. Read/write SAM/BAM/CRAM alignments, VCF/BCF variants, FASTA/FASTQ sequences, extract regions,...
Python interface to OpenMS for mass spectrometry data analysis. Use for LC-MS/MS proteomics and metabolomics...
Multi-objective optimization framework. NSGA-II, NSGA-III, MOEA/D, Pareto fronts, constraint handling, benchmarks...