microsoft-seal

A library for doing homomorphic encryption operations on tensors

Microsoft SEAL 4.X For Python

Homomorphic Encryption for TypeScript or JavaScript - Microsoft SEAL

My Final Year Project using Microsoft SEAL: Logistic Regression over Encrypted Data.

Sample projects introducing Microsoft SEAL

CKKS Bootstrapping using Microsoft SEAL

Fully Homomorphic Encryption Library

A scalable, Fully Homomorphic Encryption (FHE) pipeline that allows for model inference on encrypted data without the need for decryption.

A programming language that embbed the property of homomorphic encryption

Homomorphic encryption for secure healthcare analytics with machine learning and web-based cloud processing.

A library for performing neural network inference over homomorphically encrypted data

Logistic Regression model over encrypted data using Fully Homomorphic Encryption to detect credit card fraud, privately.

This project demonstrates a proof-of-concept (POC) microservice architecture using Kafka for secure communication and computation within a Kubernetes cluster. The architecture simulates a cloud environment and secure computing on sensitive data, specifically for calculating the premium value of car insurance.

Frozen 2026-08-25 test-day evidence for SOCFAI SEAL BGV depth-6 addition and multiplication runs.

Desktop analytics application combining descriptive, predictive and prescriptive analysis with CKKS homomorphic encryption using Python, PyQt6, pybind11 and Microsoft SEAL.

Hybrid CPU/GPU CKKS encrypted vector scoring, with optimized native decoding, reproducible benchmarks, and correctness checks against Microsoft SEAL.

CKKS homomorphic CNN inference for CIFAR-10 (forked from HEAR).

SpiralSEAL Enterprise

Browser-based toy BFV integer FHE demo (BGV compared, not run) — homomorphic add/multiply, live noise-budget visualizer, relinearization, coefficient packing (batched add), and real-world deployments. Teaching toy at insecure parameters; unit-tested, nothing faked.