Ciaren lets you design data and machine learning pipelines, inspect each node and export standalone Python in pandas or Polars. Local execution. Open core. In alpha.
A Python library for hyperparameter tuning and feature selection with evolutionary algorithms. It works with scikit-learn estimators, cross-validation and scoring functions. The documentation includes examples for classifiers, regressors and pipelines.
A Python library for workforce planning: estimate staffing with Erlang-C and assign shifts subject to demand and scheduling constraints. Includes examples for call centers and operations teams.
Combine exact-term BM25 retrieval and semantic rankings with reciprocal rank fusion. Run a Python baseline and evaluate candidate depth before reranking.
Validate extracted invoice amounts against source lines, explicit decimal formats and totals. Measure field accuracy and review coverage with labeled documents.