List of all items

Structs

• adaptive_streaming_engine::AdaptationParameters
• adaptive_streaming_engine::AdaptiveBufferManager
• adaptive_streaming_engine::AdaptiveNeuralNetwork
• adaptive_streaming_engine::AdaptiveParameters
• adaptive_streaming_engine::AdaptiveStreamConfig
• adaptive_streaming_engine::AdaptiveStreamingEngine
• adaptive_streaming_engine::AlertSystem
• adaptive_streaming_engine::ArchitectureChange
• adaptive_streaming_engine::BufferStatistics
• adaptive_streaming_engine::ChunkMetadata
• adaptive_streaming_engine::ConfigurationAmplitude
• adaptive_streaming_engine::DataCharacteristics
• adaptive_streaming_engine::DetectionParameters
• adaptive_streaming_engine::LearningEpisode
• adaptive_streaming_engine::LearningRateSchedule
• adaptive_streaming_engine::LearningStatistics
• adaptive_streaming_engine::NeuralAdaptiveSystem
• adaptive_streaming_engine::NeuralLayer
• adaptive_streaming_engine::OptimizationConfig
• adaptive_streaming_engine::OptimizationStrategies
• adaptive_streaming_engine::PatternCharacteristics
• adaptive_streaming_engine::PatternDetector
• adaptive_streaming_engine::PatternSignature
• adaptive_streaming_engine::PatternTemplate
• adaptive_streaming_engine::PerformanceMetrics
• adaptive_streaming_engine::PerformancePredictionModel
• adaptive_streaming_engine::PerformancePredictionPoint
• adaptive_streaming_engine::PredictionModelParams
• adaptive_streaming_engine::QualityAlert
• adaptive_streaming_engine::QualityMetrics
• adaptive_streaming_engine::QualityThresholds
• adaptive_streaming_engine::QuantumAnnealingParams
• adaptive_streaming_engine::QuantumInspiredOptimizer
• adaptive_streaming_engine::QuantumOptimizationState
• adaptive_streaming_engine::StatisticalMoments
• adaptive_streaming_engine::StreamChunk
• adaptive_streaming_engine::StreamPerformanceOptimizer
• adaptive_streaming_engine::StreamQualityMonitor
• adaptive_streaming_engine::TrendIndicators
• advanced_generators::AdvancedGenerator
• advanced_generators::AdversarialConfig
• advanced_generators::AnomalyConfig
• advanced_generators::ContinualLearningDataset
• advanced_generators::DomainAdaptationConfig
• advanced_generators::DomainAdaptationDataset
• advanced_generators::DomainShift
• advanced_generators::FewShotDataset
• advanced_generators::FewShotEpisode
• advanced_generators::MultiTaskConfig
• advanced_generators::MultiTaskDataset
• benchmarks::BenchmarkResult
• benchmarks::BenchmarkRunner
• benchmarks::BenchmarkSuite
• benchmarks::PerformanceComparison
• cache::BatchOperations
• cache::BatchResult
• cache::CacheFileInfo
• cache::CacheKey
• cache::CacheManager
• cache::CacheStats
• cache::DatasetCache
• cache::DetailedCacheStats
• cache::RegistryEntry
• cloud::CloudClient
• cloud::CloudConfig
• cloud::public_datasets::AWSOpenData
• cloud::public_datasets::AzureOpenData
• cloud::public_datasets::GCPPublicData
• distributed::DistributedConfig
• distributed::DistributedProcessor
• distributed::ScalingParameters
• domain_specific::DomainConfig
• domain_specific::QualityFilters
• domain_specific::astronomy::StellarDatasets
• domain_specific::climate::ClimateDatasets
• domain_specific::genomics::GenomicsDatasets
• explore::DatasetExplorer
• explore::DatasetInfo
• explore::DatasetSummary
• explore::ExploreConfig
• explore::FeatureStatistics
• explore::FeatureStats
• explore::MissingDataAnalysis
• explore::MissingPattern
• explore::QualityAssessment
• explore::QualityIssue
• explore::TargetAnalysis
• external::ExternalClient
• external::ExternalConfig
• external::repositories::GitHubRepository
• external::repositories::KaggleRepository
• external::repositories::UCIRepository
• generators::config::GpuConfig
• generators::config::ManifoldConfig
• gpu::GpuBenchmark
• gpu::GpuBenchmarkResults
• gpu::GpuConfig
• gpu::GpuContext
• gpu::GpuDeviceInfo
• gpu::GpuMemoryConfig
• gpu_optimization::AIPerformancePredictor
• gpu_optimization::AdaptiveOptimizationState
• gpu_optimization::AdvancedGpuOptimizer
• gpu_optimization::AdvancedKernelConfig
• gpu_optimization::BenchmarkResult
• gpu_optimization::GpuPerformanceProfile
• gpu_optimization::MonitoringConfig
• gpu_optimization::OptimizationAdjustment
• gpu_optimization::PerformanceBenchmarkResults
• gpu_optimization::PerformanceDataPoint
• gpu_optimization::PerformanceSnapshot
• gpu_optimization::PerformanceStats
• gpu_optimization::PredictionAccuracy
• gpu_optimization::RealTimePerformanceMonitor
• loaders::CsvConfig
• loaders::DatasetChunkIterator
• loaders::StreamingConfig
• ml_integration::CrossValidationResults
• ml_integration::DataSplit
• ml_integration::DatasetInfo
• ml_integration::ExperimentResults
• ml_integration::FoldResult
• ml_integration::MLExperiment
• ml_integration::MLPipeline
• ml_integration::MLPipelineConfig
• ml_integration::ModelConfig
• ml_integration::ScalerParams
• neuromorphic_data_processor::NetworkTopology
• neuromorphic_data_processor::NeuromorphicProcessor
• neuromorphic_data_processor::NeuromorphicTransform
• neuromorphic_data_processor::SynapticPlasticity
• quantum_enhanced_generators::QuantumDatasetGenerator
• quantum_neuromorphic_fusion::QuantumBioFusionResult
• quantum_neuromorphic_fusion::QuantumInterference
• quantum_neuromorphic_fusion::QuantumNeuromorphicFusion
• real_world::RealWorldConfig
• real_world::RealWorldDatasets
• registry::DatasetMetadata
• registry::DatasetRegistry
• stability::ApiVersion
• stability::CompatibilityGuarantees
• stability::CompatibilityMatrix
• stability::DeprecationPolicy
• stability::StabilityChecker
• streaming::DataChunk
• streaming::StreamConfig
• streaming::StreamProcessor
• streaming::StreamStats
• streaming::StreamTransformer
• streaming::StreamingIterator
• utils::advanced_analytics::AdvancedDatasetAnalyzer
• utils::advanced_analytics::AdvancedQualityMetrics
• utils::advanced_analytics::CorrelationInsights
• utils::advanced_analytics::NormalityAssessment
• utils::dataset::Dataset
• utils::enhanced_analytics::AdvancedDatasetAnalyzer
• utils::enhanced_analytics::AdvancedQualityMetrics
• utils::enhanced_analytics::CorrelationInsights
• utils::enhanced_analytics::NormalityAssessment

Enums

• adaptive_streaming_engine::ActivationFunction
• adaptive_streaming_engine::AlertSeverity
• adaptive_streaming_engine::AlertType
• adaptive_streaming_engine::AnnealingSchedule
• adaptive_streaming_engine::ChangeType
• adaptive_streaming_engine::LayerType
• adaptive_streaming_engine::LearningTrend
• adaptive_streaming_engine::MemoryStrategy
• adaptive_streaming_engine::PatternType
• adaptive_streaming_engine::ScheduleType
• adaptive_streaming_engine::TrendDirection
• advanced_generators::AnomalyType
• advanced_generators::AttackMethod
• advanced_generators::TaskType
• cloud::CloudCredentials
• cloud::CloudProvider
• distributed::ScalingMethod
• error::DatasetsError
• explore::InferredDataType
• explore::IssueType
• explore::OutputFormat
• explore::Severity
• generators::config::ManifoldType
• generators::config::MissingPattern
• generators::config::OutlierType
• gpu::GpuBackend
• gpu_optimization::AdjustmentType
• gpu_optimization::DataLayout
• gpu_optimization::LoadBalancingMethod
• gpu_optimization::MemoryAccessPattern
• gpu_optimization::PerformanceTrend
• gpu_optimization::SpecializationLevel
• gpu_optimization::VectorizationStrategy
• ml_integration::ScalingMethod
• stability::CompatibilityLevel
• stability::StabilityLevel
• utils::balancing::BalancingStrategy
• utils::feature_engineering::BinningStrategy

Traits

• stability::ApiStability
• utils::scaling::StatsExt

Macros

• api_stability

Functions

• adaptive_streaming_engine::create_adaptive_engine
• adaptive_streaming_engine::create_adaptive_engine_with_config
• advanced_generators::make_adversarial_examples
• advanced_generators::make_anomaly_dataset
• advanced_generators::make_continual_learning_dataset
• advanced_generators::make_domain_adaptation_dataset
• advanced_generators::make_few_shot_dataset
• advanced_generators::make_multitask_dataset
• cache::download_data
• cache::fetch_data
• cache::get_cachedir
• cache::sha256_hash_file
• cloud::presets::azure_client
• cloud::presets::gcs_client
• cloud::presets::public_s3_client
• cloud::presets::s3_client
• cloud::presets::s3_compatible_client
• domain_specific::convenience::list_domain_datasets
• domain_specific::convenience::load_atmospheric_chemistry
• domain_specific::convenience::load_climate_data
• domain_specific::convenience::load_exoplanets
• domain_specific::convenience::load_gene_expression
• domain_specific::convenience::load_stellar_classification
• explore::convenience::explore
• explore::convenience::export_summary
• explore::convenience::info
• explore::convenience::quick_summary
• external::convenience::list_uci_datasets
• external::convenience::load_from_url_sync
• external::convenience::load_github_dataset_sync
• external::convenience::load_uci_dataset_sync
• generators::basic::make_anisotropic_blobs
• generators::basic::make_blobs
• generators::basic::make_circles
• generators::basic::make_classification
• generators::basic::make_hierarchical_clusters
• generators::basic::make_moons
• generators::basic::make_regression
• generators::basic::make_spirals
• generators::basic::make_time_series
• generators::gpu::benchmark_gpu_vs_cpu
• generators::gpu::get_gpu_info
• generators::gpu::gpu_is_available
• generators::gpu::make_blobs_gpu
• generators::gpu::make_classification_gpu
• generators::gpu::make_regression_gpu
• generators::manifold::make_helix
• generators::manifold::make_intersecting_manifolds
• generators::manifold::make_manifold
• generators::manifold::make_s_curve
• generators::manifold::make_severed_sphere
• generators::manifold::make_swiss_roll
• generators::manifold::make_swiss_roll_advanced
• generators::manifold::make_torus
• generators::manifold::make_twin_peaks
• generators::noise::add_time_series_noise
• generators::noise::inject_missing_data
• generators::noise::inject_outliers
• generators::noise::make_corrupted_dataset
• gpu::get_optimal_gpu_config
• gpu::is_cuda_available
• gpu::is_opencl_available
• gpu::list_gpu_devices
• gpu::make_blobs_auto_gpu
• gpu::make_classification_auto_gpu
• gpu::make_regression_auto_gpu
• gpu_optimization::benchmark_advanced_performance
• gpu_optimization::generate_advanced_matrix
• loaders::load_csv
• loaders::load_csv_legacy
• loaders::load_csv_parallel
• loaders::load_csv_streaming
• loaders::load_json
• loaders::load_raw
• loaders::save_json
• ml_integration::convenience::create_experiment
• ml_integration::convenience::cv_split
• ml_integration::convenience::prepare_for_ml
• ml_integration::convenience::train_test_split
• neuromorphic_data_processor::create_neuromorphic_processor
• neuromorphic_data_processor::create_neuromorphic_processor_with_topology
• quantum_enhanced_generators::make_quantum_blobs
• quantum_enhanced_generators::make_quantum_classification
• quantum_enhanced_generators::make_quantum_regression
• quantum_neuromorphic_fusion::create_fusion_with_params
• quantum_neuromorphic_fusion::create_quantum_neuromorphic_fusion
• real_world::list_real_world_datasets
• real_world::load_adult
• real_world::load_california_housing
• real_world::load_heart_disease
• real_world::load_red_wine_quality
• real_world::load_titanic
• registry::get_registry
• registry::load_dataset_byname
• sample::get_available_datasets
• sample::load_california_housing
• sample::load_wine
• streaming::stream_classification
• streaming::stream_csv
• streaming::stream_regression
• time_series::electrocardiogram
• time_series::stock_market
• time_series::weather
• toy::load_boston
• toy::load_breast_cancer
• toy::load_diabetes
• toy::load_digits
• toy::load_iris
• utils::advanced_analytics::analyze_dataset_advanced
• utils::advanced_analytics::quick_quality_assessment
• utils::balancing::create_balanced_dataset
• utils::balancing::generate_synthetic_samples
• utils::balancing::random_oversample
• utils::balancing::random_undersample
• utils::enhanced_analytics::analyze_dataset_advanced
• utils::enhanced_analytics::quick_quality_assessment
• utils::feature_engineering::create_binned_features
• utils::feature_engineering::polynomial_features
• utils::feature_engineering::statistical_features
• utils::sampling::bootstrap_sample
• utils::sampling::importance_sample
• utils::sampling::multiple_bootstrap_samples
• utils::sampling::random_sample
• utils::sampling::stratified_sample
• utils::scaling::min_max_scale
• utils::scaling::normalize
• utils::scaling::robust_scale
• utils::serialization::deserialize_array1
• utils::serialization::deserialize_array2
• utils::serialization::optional_array1::deserialize
• utils::serialization::optional_array1::serialize
• utils::serialization::serialize_array1
• utils::serialization::serialize_array2
• utils::splitting::k_fold_split
• utils::splitting::stratified_k_fold_split
• utils::splitting::time_series_split
• utils::splitting::train_test_split

Type Aliases

• error::Result
• external::ProgressCallback
• utils::Array1
• utils::Array2
• utils::splitting::CrossValidationFolds

Constants

• stability::feature_flags::CLOUD
• stability::feature_flags::DISTRIBUTED
• stability::feature_flags::DOMAIN_SPECIFIC
• stability::feature_flags::GPU
• stability::feature_flags::ML_ADVANCED
• stability::feature_flags::STREAMING