rudrathegreat
- 31 skills
- 0 followers
- 7 hours ago last updated
- ▌ Paper Comparison · rudrathegreatCompare astronomy papers across datasets, methods, assumptions, measurements, and conclusions.
- ▌ Paper Summariser · rudrathegreatSummarize astronomy papers with emphasis on observations, instruments, methods, and physical parameters.
- ▌ Figure Critic · rudrathegreatCritique astronomy figures for clarity, accessibility, correctness, and publication readiness.
- ▌ Bilby Prior Design · rudrathegreatDesign, evaluate, and implement prior probability distributions for astronomical inference with Bilby.
- ▌ Bilby Model Builder · rudrathegreatConstruct Bayesian likelihoods, priors, and model classes with Bilby for astronomical observations.
- ▌ Emcee Mcmc Debugger · rudrathegreatDiagnose and fix MCMC likelihood, prior, initialization, NaN, and sampling failures.
- ▌ Emcee Sampler Design · rudrathegreatDesign robust emcee samplers, probability functions, initialization strategies, and production runs.
- ▌ Bilby Model Comparison · rudrathegreatCompare physical models fitted with Bilby using Bayesian evidence and posterior statistics.
- ▌ Methodology Extractor · rudrathegreatExtract datasets, pipelines, model parameterizations, equations, and assumptions from astronomy papers.
- ▌ Research Gap Analysis · rudrathegreatIdentify unresolved questions, inconsistent measurements, and promising research gaps in astronomy literature.
- ▌ Bilby Result Interpreter · rudrathegreatInterpret Bilby result files, Bayes factors, evidence values, and posterior parameter bounds.
- ▌ Astronomy Style Guide · rudrathegreatApply astronomy journal conventions and accessibility standards to scientific figures.
- ▌ Emcee Convergence Analysis · rudrathegreatDiagnose emcee chain convergence using autocorrelation, acceptance fractions, and stability checks.
- ▌ Literature Review Builder · rudrathegreatSynthesize astronomy papers into a structured literature review with themes, evidence, and open questions.
- ▌ Corner Plot Specialist · rudrathegreatDesign and customize publication-quality corner plots for posterior samples and correlations.
- ▌ Emcee Posterior Diagnostics · rudrathegreatAnalyze posterior distributions, credible intervals, correlations, and diagnostic summaries from emcee chains.
- ▌ Pipeline Designer · rudrathegreatDesign reproducible scientific data-processing, modeling, and visualization pipelines.
- ▌ Testing Assistant · rudrathegreatDesign pytest suites for scientific calculations, numerical edge cases, and regression protection.
- ▌ Enterprise Pta Model Designer · rudrathegreatDesign Enterprise PTA models with spatial correlations and gravitational-wave background components.
- ▌ Enterprise Result Interpreter · rudrathegreatInterpret Enterprise chains, parameter constraints, Bayes factors, and gravitational-wave background limits.
- ▌ Enterprise Debugger · rudrathegreatDiagnose numerical, configuration, and sampling failures in Enterprise pulsar timing array analyses.
- ▌ Enterprise Noise Model Builder · rudrathegreatBuild white, red, dispersion-measure, and common noise models for pulsar timing arrays with Enterprise.
- ▌ Enterprise Hypermodel Assistant · rudrathegreatConfigure and troubleshoot Enterprise hypermodels for Bayesian model selection and trans-dimensional sampling.
- ▌ Documentation Writer · rudrathegreatWrite scientific Python documentation, docstrings, READMEs, and reference material.
- ▌ Publication Figure Designer · rudrathegreatCreate publication-quality scientific figure layouts, styles, and plotting templates.
- ▌ Performance Optimizer · rudrathegreatOptimize scientific Python workloads with profiling, vectorization, compilation, and parallel execution.
- ▌ Replication Assistant · rudrathegreatTranslate published scientific methods and equations into a reproducible implementation plan and code.
- ▌ Timing Residual Visualisation · rudrathegreatVisualize pulsar timing residuals against time, frequency, or orbital phase for analysis and publication.
- ▌ Reproducibility Auditor · rudrathegreatAudit scientific analyses for deterministic environments, provenance, repeatability, and complete documentation.
- ▌ Scientific Code Reviewer · rudrathegreatReview scientific Python for numerical correctness, units, precision, robustness, and maintainability.
- ▌ Python Analysis Architect · rudrathegreatStructure maintainable Python analysis packages and research codebases for astronomy projects.