Research, software, data and methods. Inspect the context, compare your options, and take a useful next step.
UCI Machine Learning Repository
Drive-system measurements for examining sensorless motor-state classification.
Investigate How does drive diagnosis change when acquisition runs rather than individual rows define the split?
Upstream project repository
Dataset loading and transformation tools useful for preserving example identity, split boundaries and preprocessing provenance in AI experiments.
Investigate Can a tiny authored corpus retain row identity and split membership through mapping, filtering and caching?
Upstream project repository
Evolutionary algorithm components for population-based optimization experiments.
Investigate How do mutation probabilities affect success frequency under a fixed evolutionary-search budget?
Upstream project repository
Deep-learning optimization system for investigating distributed training memory, communication and state partitioning.
Investigate Does a selected optimizer-partitioning configuration reproduce a single-process parameter update on a tiny synthetic model?
Upstream project repository
Phylogenetic tree manipulation, simulation, and analysis in Python.
Investigate Do split-based distances agree with explicit bipartition-set comparisons for fixed leaf-labeled trees?
SciPy documentation
A reference for population-based stochastic optimization with bounds, constraints, initialization, updating and random-state controls.
Investigate At equal objective-evaluation budgets, how often are known target values reached across independent initial populations?
Upstream project repository
Serialization of Python objects and interpreter state for research workflows.
Investigate Does restoring a generated stateful object preserve a predefined sequence of deterministic observations?
CVXPY documentation
A guide to constructing optimization expressions with known signs and curvature under disciplined convex programming rules.
Investigate Can a small suite distinguish mathematically equivalent formulations that are accepted or rejected by the stated DCP rules?
CVXPY documentation
A guide to parameterized convex programs, repeated canonicalization and differentiating solution maps.
Investigate On a smooth, uniquely solved parameterized quadratic problem, do solution sensitivities agree with an analytic derivative?
SciPy documentation
A reference for discrete Fourier, cosine, sine and Hankel transforms, including periodicity, normalization and computational caveats.
Investigate Can a transform pipeline recover known frequencies and amplitudes under declared sampling and normalization conventions?
UCI Machine Learning Repository
Bean morphology descriptors for an agricultural multiclass classification and calibration study.
Investigate Which bean varieties remain confused after train-only scaling and classwise uncertainty reporting?
Upstream project repository
Programming and optimization interfaces for composing language-model workflows and measuring objective-driven changes.
Investigate Can a small optimized prompt program be compared with its baseline using a held-out authored task set?
Recorded license evidence is scoped to each source; it is not a blanket permission or a verification result.