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Batch Prediction
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Model Performance
AI & Analytics Engine Concepts
Project
Dataset
Recipe
App
Feature Set
Model
Machine Learning Model Deployment
Machine Learning Problem Type
Batch Prediction
Hyperparameter
Model Performance
Administration & Billing
User Accounts
Organizations
Plans & Billing
Community & Support
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FAQ's
AI & Analytics Engine Release Notes
2021
2022
Product Documentation
API & SDK Access
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Knowledge Hub
AI & Analytics Engine Concepts
Get Started
Train & deploy your own machine learning model
How-to Guides
Get help and support
Project
Dataset
Recipe
App
Feature Set
Training Models
Deploying Models
Batch Prediction
Video guides
Model Performance
AI & Analytics Engine Concepts
Project
Dataset
Recipe
App
Feature Set
Model
Machine Learning Model Deployment
Machine Learning Problem Type
Batch Prediction
Hyperparameter
Model Performance
Administration & Billing
User Accounts
Organizations
Plans & Billing
Community & Support
Contact the Team at PI.EXCHANGE
Join the PI.EXCHANGE Community
FAQ's
AI & Analytics Engine Release Notes
2021
2022
Product Documentation
API & SDK Access
AI & Analytics Engine Concepts
Demystifying the Engine's features, concepts, and ML pipeline.
Project
What is a project?
What are project roles?
Dataset
What is a Machine Learning-ready Dataset?
What are column datatypes in the Engine?
What is a dataset schema?
What data sources are supported by the Engine?
What are the requirements for dataset column names in the Engine?
See more
Recipe
Why are some data processing actions not supported in the Recipe?
What is a recipe?
What are suggestions?
What are actions?
App
What is an application or an app?
What are the available configurations in an APP?
Feature Set
What is a Feature Set?
Model
What Machine Learning model templates are available?
What is the model training process?
What is the right approach for comparing and evaluating trained models?
What is Model Overfitting?
What is the Model Recommender?
What is a model template?
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Machine Learning Model Deployment
What does deploying a model mean?
Machine Learning Problem Type
What Machine Learning problems does the Engine tackle?
Batch Prediction
What is Batch Prediction?
Hyperparameter
What is a Hyperparameter Search?
Model Performance
Which metrics are used to evaluate a binary classification model's performance?
Which metrics are used to evaluate a regression model's performance?
Which metrics are used to evaluate a multiclass classification model's performance?
What is Prediction Quality and how is it calculated for the different ML problem types?
What is the concept of What-If Analysis?
What is the Model Leaderboard?
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