0.2.3
Installation
Install
Bleeding edge
Dependencies
Test build
High-level API
Getting started
Preliminaries
Ensemble guide
Building an ensemble
Multi-layer ensembles
Model selection guide
The scoring function
A simple evaluation
Preprocessing
Model Selection across preprocessing pipelines
Visualization guide
Advanced features tutorial
Propagating input features
Probabilistic ensemble learning
Advanced Subsemble techniques
General multi-layer ensemble learning
Passing file paths as data input
Ensemble model selection
Ready-made ensemble classes
Super Learner
References
Notes
Subsemble
References
Notes
Blend Ensemble
Temporal Ensemble
Sequential Ensemble
Mechanics
Overview
Learner Mechanics
The Learner API
Basics
Partitioning
Preprocessing
Parallel estimation
Layer Mechanics
The Layer API
Basics
Multitasking
Layer features
Parallel Mechanics
ParallelProcessing API
Stacking a set of parallel jobs
Manual initialization and processing
Memory management
Sequential Mechanics
Details
Memory consumption
Memory mapping
ML-Ensemble memory profiling
Memory performance benchmark
Gotcha’s
Performance benchmarks
MNIST
Benchmark
The Friedman Regression Problem 1
Benchmark
References
Scale benchmarks
Single process vs multi-process
Ensemble comparison
Troubleshooting
Bad interaction with third-party packages
Array copying during fitting
Additional Information
License
Change log
mlens
Docs
»
Index
Index