Livoa LogoLivoa
INPUT DATA

Time series


Modelling task

Classification

Regression

FEATURE SPACE TRANSFORMATION

Classification

Pipeline

Sub-pipeline

Data Smoothing

Wavelet

Statistic

...

With SG-Filter

Lagged

MODEL REPOSITORY

Initial hyperparameters
Task-specific search space

Pre-defined pipelines

Objective functions


EVOLUTIONARY OPTIMISATION

Initialization

Mutation
Crossover

Changes in structure & hyperparameters

Population Selection

Parents Selection

Population Selection

Termination stage

COMPOSING

Initial Assumption

Pipeline design

Search space

Models

Operations

Hyperparameters

Improved pipeline

PREDICTION

Prediction

Metrics

evaluation

Pipeline

serialization

Copy of Project

by omnia

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