Module: EasyML

Defined in:

lib/easy_ml/data/dataset.rb,
lib/easy_ml.rb,
lib/easy_ml/core.rb,
lib/easy_ml/data.rb,
lib/easy_ml/engine.rb,
lib/easy_ml/logging.rb,
lib/easy_ml/support.rb,
lib/easy_ml/version.rb,
lib/easy_ml/core_ext.rb,
lib/easy_ml/core/model.rb,
lib/easy_ml/core/tuner.rb,
lib/easy_ml/data/utils.rb,
lib/easy_ml/deployment.rb,
lib/easy_ml/core/models.rb,
lib/easy_ml/support/age.rb,
app/models/easy_ml/model.rb,
app/models/easy_ml/models.rb,
lib/easy_ml/core/uploaders.rb,
lib/easy_ml/core/model_core.rb,
lib/easy_ml/core/models/xgboost.rb,
lib/easy_ml/core/tuner/adapters.rb,
lib/easy_ml/data/dataset/splits.rb,
lib/easy_ml/support/file_rotate.rb,
lib/easy_ml/core/model_evaluator.rb,
app/models/easy_ml/models/xgboost.rb,
lib/easy_ml/support/git_ignorable.rb,
lib/easy_ml/data/dataset/splitters.rb,
lib/easy_ml/core/models/xgboost_core.rb,
lib/easy_ml/support/synced_directory.rb,
lib/easy_ml/data/dataset/splits/split.rb,
lib/easy_ml/core/models/hyperparameters.rb,
lib/easy_ml/core/uploaders/model_uploader.rb,
lib/easy_ml/data/dataset/splits/file_split.rb,
lib/easy_ml/core/models/hyperparameters/base.rb,
lib/easy_ml/core/tuner/adapters/base_adapter.rb,
lib/easy_ml/data/preprocessor/simple_imputer.rb,
lib/easy_ml/data/datasource/datasource_factory.rb,
lib/easy_ml/core/models/hyperparameters/xgboost.rb,
lib/easy_ml/core/tuner/adapters/xgboost_adapter.rb,
lib/easy_ml/data/dataset/splits/in_memory_split.rb,
lib/easy_ml/railtie/generators/migration/migration_generator.rb

Overview

Dataset is responsible for:

1) Ensuring data is synced from its source (e.g. S3 — delegates to datasource) 2) Ensuring the data is properly split into train, test, and validation data (delegates to splitter) 3) Knowing where data is stored on disk, and pulling batches of data into memory 4) Knowing where to save updated data (after preprocessing steps)

Defined Under Namespace

Modules: Core, CoreExt, Data, Deployment, Generators, Logging, Models, Support, Transforms Classes: Engine, Error, FileRotate, Model

Constant Summary

VERSION =

"0.1.4"