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DayF core
1.2.1.2
DayF (Decision at your Fingertips) is an AutoML freeware development framework that let developers works with Machine Learning models without any idea of AI, simply taking a csv dataset and the objective column
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| ▼Cgdayf.handlers.inputhandler.inputHandler | |
| Cgdayf.handlers.inputhandler.inputHandlerCSV | |
| ▼Clist | |
| Cgdayf.common.storagemetadata.StorageMetadata | Class storage metadata format [{value: , fstype:['localfs', 'hdfs', 'mongoDB'], hash_value : "", hash_type: ['MD5','SHA256'] |
| Cgdayf.models.atypesmetadata.ATypesMetadata | Generate OrderedDict() from analysis types accepted returning the structure to be added on ModelMetadata |
| ▼Cobject | |
| Cgdayf.common.dataload.DataLoad | |
| Cgdayf.conf.loadconfig.LoadConfig | Class Getting the config file place on default location and load all parameters on an internal variables named self._config on OrderedDict() format |
| Cgdayf.conf.loadconfig.LoadLabels | Class Getting the config file place on default location and load all labels named self._config on OrderedDict() format |
| ▼Cgdayf.core.adviserbase.Adviser | Class focused on execute A* based analysis on three modalities of working Fast: 1 level analysis over default parameters Normal: One A* analysis for all models based until max_deep with early_stopping Paranoiac: One A* algorithm per model analysis until max_deep without early stoping |
| Cgdayf.core.adviserastar.AdviserAStar | Class focused on execute A* based analysis on three modalities of working Fast: 1 level analysis over default parameters Normal: One A* analysis for all models based until max_deep with early_stopping Paranoiac: One A* algorithm per model analysis until max_deep without early stoping |
| Cgdayf.core.controller.Controller | Core class oriented to manage the comunication and execution messages pass for all components on system orchestrating the execution of actions activities (train and prediction) on specific frameworks |
| Cgdayf.core.experiment_context.Experiment_Context | |
| Cgdayf.handlers.h2ohandler.H2OHandler | |
| Cgdayf.handlers.sparkhandler.sparkHandler | |
| Cgdayf.logs.logshandler.LogsHandler | Class oriented to manage all messages and interaction with DayF product logs |
| Cgdayf.models.h2oframeworkmetadata.H2OFrameworkMetadata | Generate Framework base Class and base members Initialize ['h2o'] to list() |
| ▼Cgdayf.models.modelmetadata.ModelMetadata | Generate Model base Class and base members |
| Cgdayf.models.h2omodelmetadata.H2OModelMetadata | Generate H2O Model base Class and initialize base members |
| Cgdayf.models.sparkmodelmetadata.sparkModelMetadata | Generate spark Model base Class and initialize base members |
| Cgdayf.models.sparkframeworkmetadata.sparkFrameworkMetadata | Generate Framework base Class and base members Initialize ['spark'] to list() |
| Cgdayf.normalizer.normalizer.Normalizer | Class oriented to manage normalizations on dataframes for improvements on accuracy |
| Cgdayf.optimizers.h2o_optimizer.Optimizer | |
| Cgdayf.optimizers.spark_optimizer.Optimizer | |
| Cgdayf.persistence.persistencehandler.PersistenceHandler | Class to manage trasient information between all persistence options and models on an unified way |
| Cgdayf.workflow.workflow.Workflow | Core class oriented to manage pipeline of workflows execution orchestrating the execution of actions activities |
| ▼COrderedDict | |
| Cgdayf.common.armetadata.ArMetadata | Class ArMetadata manage the Analysis results structs on OrderedDict format and exportable to json |
| Cgdayf.common.dfmetada.DFMetada | Class DFMetadata manage the Data Analysis results structs on OrderedDict format and exportable to json |
| Cgdayf.common.normalizationset.NormalizationSet | Class NormalizationSet manage the Normalizations metadata as OrderedDict supporting Normalizer Class methods and actions |
| Cgdayf.metrics.executionmetriccollection.ExecutionMetricCollection | |
| ▼Cgdayf.metrics.metricmetadata.MetricMetadata | Class Base for metricts as OrderedDict |
| ▼Cgdayf.metrics.binomialmetricmetadata.BinomialMetricMetadata | Class Base for Binomial metricts as OrderedDict |
| Cgdayf.handler_metrics.h2obinomialmetricmetadata.H2OBinomialMetricMetadata | Class Base for Binomial metricts as OrderedDict |
| Cgdayf.handler_metrics.sparkbinomialmetricmetadata.SparkBinomialMetricMetadata | Class Base for Binomial metricts as OrderedDict |
| ▼Cgdayf.metrics.clusteringmetricmetadata.ClusteringMetricMetadata | |
| Cgdayf.handler_metrics.h2oclusteringmetricmetadata.H2OClusteringMetricMetadata | |
| Cgdayf.handler_metrics.sparkclusteringmetricmetadata.SparkClusteringMetricMetadata | Class Base for Clustering metricts as OrderedDict Base Metrics for Regression [No expanded metrics] |
| ▼Cgdayf.metrics.multinomialmetricmetadata.MultinomialMetricMetadata | |
| Cgdayf.handler_metrics.h2omultinomialmetricmetadata.H2OMultinomialMetricMetadata | |
| Cgdayf.handler_metrics.sparkmultinomialmetricmetadata.SparkMultinomialMetricMetadata | |
| ▼Cgdayf.metrics.regressionmetricmetadata.RegressionMetricMetadata | Class Base for Regression metricts as OrderedDict Base Metrics for Regression [No expanded metrics] |
| ▼Cgdayf.handler_metrics.h2oregressionmetricmetadata.H2ORegressionMetricMetadata | Class Base for Regression metricts as OrderedDict Base Metrics for Regression [No expanded metrics] |
| Cgdayf.handler_metrics.h2oanomaliesmetricmetadata.H2OAnomaliesMetricMetadata | Class Base for Regression metricts as OrderedDict Base Metrics for Regression [No expanded metrics] |
| Cgdayf.handler_metrics.sparkregressionmetricmetadata.SparkRegressionMetricMetadata | Class Base for Regression metricts as OrderedDict Base Metrics for Regression [No expanded metrics] |
| ▼Cgdayf.metrics.anomaliesmetricmetadata.AnomaliesMetricMetadata | |
| Cgdayf.handler_metrics.sparkanomaliesmetricmetadata.SparkAnomaliesMetricMetadata | Class Base for Regression metricts as OrderedDict Base Metrics for Regression [No expanded metrics] |
| Cgdayf.models.frameworkmetadata.FrameworkMetadata | Generate Framework base Class and base members |
| Cgdayf.models.parametersmetadata.ParameterMetadata | Class Parameter metadata |
1.8.13