https://www.youngju.dev/blog 천천히 올바르게. AI Researcher & DevOps Engineer Youngju's tech blog. GPU/CUDA, LLM, MLOps, Kubernetes AI workloads, distributed training, and data engineering. ko fjvbn2003@gmail.com (Youngju Kim) fjvbn2003@gmail.com (Youngju Kim) Sat, 16 May 2026 00:00:00 GMT https://www.youngju.dev/blog/culture/2026-05-16-privacy-preserving-ml-2026-federated-learning-flower-nvidia-flare-opacus-zama-concrete-openmined-pysyft-deep-dive.en https://www.youngju.dev/blog/culture/2026-05-16-privacy-preserving-ml-2026-federated-learning-flower-nvidia-flare-opacus-zama-concrete-openmined-pysyft-deep-dive.en The 2026 privacy-preserving machine-learning landscape — Federated Learning (Flower 1.13, NVIDIA FLARE 2.5, TensorFlow Federated, PySyft 0.9), Differential Privacy (Opacus 1.5, OpenDP 0.10, Google DP Library), Homomorphic Encryption (Zama Concrete, Microsoft SEAL, OpenFHE), Secure MPC (CrypTen, MP-SPDZ, EzPC), and TEE (Intel SGX, Apple PCC, AWS Nitro Enclaves). We cover real deployments at Google Gboard, Apple Private Cloud Compute, the BraTS medical consortium, Korean/Japanese banks, and how each maps to GDPR / HIPAA / EU AI Act / K-PIPA / APPI obligations. Sat, 16 May 2026 00:00:00 GMT fjvbn2003@gmail.com (Youngju Kim) privacy-preserving-mlfederated-learningflowernvidia-flareopacusdifferential-privacyzamahomomorphic-encryptionopenminedmpc2026deep-diveenglish https://www.youngju.dev/blog/culture/2026-05-16-privacy-preserving-ml-2026-federated-learning-flower-nvidia-flare-opacus-zama-concrete-openmined-pysyft-deep-dive.ja https://www.youngju.dev/blog/culture/2026-05-16-privacy-preserving-ml-2026-federated-learning-flower-nvidia-flare-opacus-zama-concrete-openmined-pysyft-deep-dive.ja 2026年のプライバシー保護機械学習(PPML)地形図 - Federated Learning(Flower 1.13、NVIDIA FLARE 2.5、TensorFlow Federated、PySyft 0.9)、Differential Privacy(Opacus 1.5、OpenDP 0.10、Google DP Library)、Homomorphic Encryption(Zama Concrete、Microsoft SEAL、OpenFHE)、Secure MPC(CrypTen、MP-SPDZ、EzPC)、TEE(Intel SGX、Apple PCC、AWS Nitro Enclaves)まで。Google Gboard、Apple Private Cloud Compute、BraTS医療コンソーシアム、韓国・日本の金融機関の実運用事例と、GDPR / HIPAA / EU AI Act / K-PIPA / APPI 規制対応を扱います。 Sat, 16 May 2026 00:00:00 GMT fjvbn2003@gmail.com (Youngju Kim) privacy-preserving-mlfederated-learningflowernvidia-flareopacusdifferential-privacyzamahomomorphic-encryptionopenminedmpc2026deep-dive日本語 https://www.youngju.dev/blog/culture/2026-05-16-privacy-preserving-ml-2026-federated-learning-flower-nvidia-flare-opacus-zama-concrete-openmined-pysyft-deep-dive https://www.youngju.dev/blog/culture/2026-05-16-privacy-preserving-ml-2026-federated-learning-flower-nvidia-flare-opacus-zama-concrete-openmined-pysyft-deep-dive 2026년 프라이버시 보존 머신러닝(PPML) 지형 - Federated Learning(Flower 1.13, NVIDIA FLARE 2.5, TensorFlow Federated, PySyft 0.9), Differential Privacy(Opacus 1.5, OpenDP 0.10, Google DP Library), Homomorphic Encryption(Zama Concrete, Microsoft SEAL, OpenFHE), Secure MPC(CrypTen, MP-SPDZ, EzPC), TEE(Intel SGX, Apple PCC, AWS Nitro Enclaves)까지. Google Gboard, Apple Private Cloud Compute, BraTS 의료 컨소시엄, 한국/일본 금융권 실제 배포 사례와 GDPR/HIPAA/EU AI Act/K-PIPA/APPI 규제 대응을 다룹니다. Sat, 16 May 2026 00:00:00 GMT fjvbn2003@gmail.com (Youngju Kim) privacy-preserving-mlfederated-learningflowernvidia-flareopacusdifferential-privacyzamahomomorphic-encryptionopenminedmpc2026deep-dive