MLBlocks
0.6.0
Getting Started
What is MLBlocks?
Installation
Quickstart
Advanced Usage
Primitives
What is a Primitive?
JSON Annotations
Function Primitives
Class Primitives
The MLBlock Class
Hyperparameters
Fixed Hyperparameters
Tunable Hyperparameters
Special Hyperparameter Types
Multitype Hyperparameters
Conditional Hyperparameters
Pipelines
What is a Pipeline?
The MLPipeline Class
Block Names
Init Arguments
Context
Context Usage Examples
JSON Annotations
Representing a Pipeline as a dict
Loading a Pipeline from a dict
Intermediate Outputs and Partial Execution
output_
start_
Pipeline debugging
Adding Primitives
MLPrimitives
Writing Primitives
Primitives Lookup
Adding a Primitives Folder
Developing a Primitives Library
Pipeline Examples
Single Table Pipelines
Regression Pipeline
Classification Pipeline
Multi Table Pipelines
Multi Table Classification Pipeline
Text Pipelines
Text Classification
MLPrimitives + Keras Preprocessing + Keras LSTM
Tabular Data with Text
MLPrimitives + Scikit-learn RandomForestClassifier
Image Pipelines
Image Classification
OpenCV GaussianBlur + Scikit-image HOG + Scikit-Learn RandomForestClassifier
OpenCV GaussianBlur + Keras Single Layer CNN
Image Regression
Keras MobileNet + XGBRegressor
Graph Pipelines
Link Prediction
NetworkX + MLPrimitives + Scikit-learn + XGBoost
API Reference
mlblocks
Resources
Contributing
Credits
Changelog
MLBlocks
Docs
»
Index
Edit on GitHub
Index
A
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B
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F
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G
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I
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L
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M
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N
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O
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P
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S
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T
A
add_pipelines_path() (in module mlblocks)
add_primitives_path() (in module mlblocks)
B
blocks (mlblocks.MLPipeline attribute)
F
find_pipelines() (in module mlblocks)
find_primitives() (in module mlblocks)
fit() (mlblocks.MLBlock method)
(mlblocks.MLPipeline method)
fit_args (mlblocks.MLBlock attribute)
fit_method (mlblocks.MLBlock attribute)
from_dict() (mlblocks.MLPipeline class method)
G
get_diagram() (mlblocks.MLPipeline method)
get_hyperparameters() (mlblocks.MLBlock method)
(mlblocks.MLPipeline method)
get_inputs() (mlblocks.MLPipeline method)
get_output_names() (mlblocks.MLPipeline method)
get_output_variables() (mlblocks.MLPipeline method)
get_outputs() (mlblocks.MLPipeline method)
get_pipelines_paths() (in module mlblocks)
get_primitives_paths() (in module mlblocks)
get_tunable_hyperparameters() (mlblocks.MLBlock method)
(mlblocks.MLPipeline method)
I
init_params (mlblocks.MLPipeline attribute)
input_names (mlblocks.MLPipeline attribute)
L
load() (mlblocks.MLPipeline class method)
load_pipeline() (in module mlblocks)
load_primitive() (in module mlblocks)
M
metadata (mlblocks.MLBlock attribute)
MLBlock (class in mlblocks)
mlblocks (module)
MLPipeline (class in mlblocks)
N
name (mlblocks.MLBlock attribute)
O
output_names (mlblocks.MLPipeline attribute)
P
predict() (mlblocks.MLPipeline method)
primitive (mlblocks.MLBlock attribute)
primitives (mlblocks.MLPipeline attribute)
produce() (mlblocks.MLBlock method)
produce_args (mlblocks.MLBlock attribute)
produce_method (mlblocks.MLBlock attribute)
produce_output (mlblocks.MLBlock attribute)
S
save() (mlblocks.MLPipeline method)
set_hyperparameters() (mlblocks.MLBlock method)
(mlblocks.MLPipeline method)
T
to_dict() (mlblocks.MLPipeline method)