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Integrate.ai Documentation

Getting Started

Quickstart
Deployment
Using Integrate.ai
Installing the SDK
Data Requirements
Introduction to Sessions

Use Cases

Data Evaluation Use Cases

Exploratory Data Analysis

EDA in Individual Mode
EDA in Intersect Mode

Data Preprocessing & Feature Engineering

Transform Sessions
Sample Weighting
Principal Component Analysis (PCA)

PRL

Private Record Linkage (PRL)

HFL Model Training

HFL Model Training Overview
HFL FFNet Model Training
HFL-GLM Model Training (iai_glm)
Gradient Boosted Models (HFL-GBM)
Making HFL Model Predictions

VFL Model Training

VFL Model Training Overview
VFL SplitNN Model Training
Generalized Linear Models for VFL (VFL-GLM)
Gradient Boosted Models for VFL
VFL Predictions

Linear Inference

Linear Inference Sessions

Training Utilities

Batch Sessions
Checkpoints

Metrics

Metrics
Dataset Contribution Analysis

Reference

Model Packages
Strategy Library
Differential Privacy
Learning Rate Schedulers
Likelihood Ratio Testing (LRT)
On-prem Task Runner (Server)
Release Notes
API Documentation

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