Comprehensive toolkit for survival analysis and time-to-event modeling in Python using scikit-survival. Use this...
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Machine learning in Python with scikit-learn. Use when working with supervised learning (classification,...
Biological data toolkit. Sequence analysis, alignments, phylogenetic trees, diversity metrics (alpha/beta, UniFrac),...
Write scientific manuscripts. IMRAD structure, citations (APA/AMA/Vancouver), figures/tables, reporting guidelines...
Create publication figures with matplotlib/seaborn/plotly. Multi-panel layouts, error bars, significance markers,...
Build slide decks and presentations for research talks. Use this for making PowerPoint slides, conference...
Create publication-quality scientific diagrams using Nano Banana Pro AI with iterative refinement. AI generation is...
Evaluate research rigor. Assess methodology, experimental design, statistical validity, biases, confounding,...
Research ideation partner. Generate hypotheses, explore interdisciplinary connections, challenge assumptions,...
Systematic framework for evaluating scholarly and research work based on the ScholarEval methodology. This skill...
Single-cell RNA-seq analysis. Load .h5ad/10X data, QC, normalization, PCA/UMAP/t-SNE, Leiden clustering, marker...
RNN+Transformer hybrid with O(n) inference. Linear time, infinite context, no KV cache. Train like GPT (parallel),...
Senior Risk Management specialist for medical device companies implementing ISO 14971 risk management throughout...
Look up current research information using Perplexity's Sonar Pro or Sonar Reasoning Pro models through OpenRouter....
Write competitive research proposals for NSF, NIH, DOE, and DARPA. Agency-specific formatting, review criteria,...
PDF generation toolkit. Create invoices, reports, certificates, forms, charts, tables, barcodes, QR codes,...
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....