Cross-validation in Parallel
How can I use Metaflow to train a model for each cross validation fold?
11 docs tagged with "modeling"
View All TagsGrid Search with Metaflow
I want to do a grid search with Metaflow. How can I use ParameterGrid and GridSearchCV with Metaflow?
Reuse Model Object
How can I reuse my model code in training and prediction flows?
Scale Model Training and Tuning to GPU
How do I scale model training and hyperparameter tuning to GPUs with Metaflow?
The Difference between Random Forests and Boosted Trees
Random forests and boosted trees are some of the most popular and performant machine learning models. We wrote this post to provide guidance on when to use them!
Use Keras with Metaflow
How do I build and fit a Keras model in a Metaflow flow?
Use Optuna with Metaflow
I have an Optuna process for hyperparameter tuning and want to structure it in a Metaflow flow.
Use PyTorch with Metaflow
How do I build and fit a PyTorch model in a Metaflow flow?
Use Scikit-learn Estimators with Metaflow
I have a Scikit-learn workflow that I want to incorporate into a Metaflow flow. How can I include model fitting, prediction, feature transformations, and other capabilities enabled by Scikit-learn in flow steps?
Use XGBoost with Metaflow
How can I build and fit an XGBoost model in a Metaflow flow?
Versioning Code and Models
Versioning code is standard practice in all software domains. What new versioning considerations are relevant when building machine learning models?