Research, software, data and methods. Inspect the context, compare your options, and take a useful next step.
UCI Machine Learning Repository
Chess endgame positions for examining generalization under exact combinatorial constraints.
Investigate How does an endgame classifier perform on held-out position symmetries after duplicate-equivalence checks?
Upstream project repository
Assertions and testing utilities for JAX programs, useful for expressing shape, type and transformation expectations.
Investigate Do declared shape and tree invariants detect deliberately malformed inputs to a tiny numerical function?
Upstream project repository
A Rust implementation of a conic interior-point solver for convex optimization.
Investigate Do small conic programs with known solutions meet a fixed residual and duality-gap protocol?
UCI Machine Learning Repository
Climate-model run parameters and crash labels for examining failure prediction in simulation campaigns.
Investigate Can a small classifier identify climate simulation crashes under a frozen class-balanced evaluation?
Upstream project repository
Serialization support for Python constructs used in distributed and interactive computation.
Investigate Which closure-capture patterns round-trip with identical outputs under the same pinned Python version?
UCI Machine Learning Repository
Power-plant ambient conditions and electrical output for studying operating-regime prediction.
Investigate How does power-output regression change when temperature regimes are withheld?
SciPy documentation
A tutorial on algorithms for graphs represented as sparse matrices, illustrated through path finding.
Investigate Do sparse-graph path computations agree with exact enumeration on tiny weighted graphs containing disconnected components?
UCI Machine Learning Repository
Computer-system specifications and performance measures for a small regression audit.
Investigate How does machine-family separation affect hardware-performance prediction error?
UCI Machine Learning Repository
Concrete mixture and age measurements for studying nonlinear strength prediction.
Investigate How does a concrete-strength model generalize when curing-age ranges are withheld?
UCI Machine Learning Repository
Concrete mixture properties and flow/strength responses for small multi-output regression studies.
Investigate How sensitive are slump and strength estimates to leaving out one mixture at a time?
UCI Machine Learning Repository
Naval propulsion simulation variables for studying degradation-state surrogate models.
Investigate Does a condition model generalize to withheld combinations of propulsion operating settings?
UCI Machine Learning Repository
Hydraulic test-rig sensor records for studying condition monitoring across repeated cycles.
Investigate How does hydraulic fault diagnosis change when full operating cycles define the split?
Recorded license evidence is scoped to each source; it is not a blanket permission or a verification result.