Automated Machine Learning in Action (Qingquan... (Z-Library)

MANNING
Qingquan Song
Haifeng Jin
Xia Hu

Problem framing and
dataset collection
Data preprocessing and
feature engineering
ML algorithm
selection
Hyperparameter tuning
Service deployment and
model monitoring
Model training
and evaluation
Continuous maintenance and feedback integration
Learned
model
Training
dataset
ML
algorithm
Manually adjust
hyperparameter.
Validation
dataset
Final
model
Test
dataset
Training
Tuning
Testing
The life cycle of a machine learning (ML) model
The hyperparameter-tuning workflow

Automated Machine Learning in Action

Automated Machine
Learning in Action
QINGQUAN SONG
HAIFENG JIN
XIA HU
MANNING
SHELTER ISLAND