Private machine learning done right (Ep. 207)

Published: Oct. 25, 2022, 8:08 a.m.

b'There are many solutions to private machine learning. I am pretty confident when I say that the one we are speaking in this episode is probably one of the most feasible and reliable.I am with Daniel Huynh, CEO of Mithril Security,\\xa0 a graduate from Ecole Polytechnique with a specialisation in AI and data science. He worked at Microsoft on Privacy Enhancing Technologies under the office of the CTO of Microsoft France. He has written articles on Homomorphic Encryptions with the CKKS explained series (https://blog.openmined.org/ckks-explained-part-1-simple-encoding-and-decoding/). He is now focusing on Confidential Computing at Mithril Security and has written extensive articles on the topic: https://blog.mithrilsecurity.io/.\\xa0\\nIn this show we speak about confidential computing, SGX and private machine learning\\n\\xa0\\nReferences\\nMithril Security: https://www.mithrilsecurity.io/\\xa0\\nBindAI GitHub: https://github.com/mithril-security/blindai\\xa0\\nUse cases for BlindAI:Deploy Transformers models with confidentiality: https://blog.mithrilsecurity.io/transformers-with-confidentiality/\\nConfidential medical image analysis with COVID-Net and BlindAI: https://blog.mithrilsecurity.io/confidential-covidnet-with-blindai/\\xa0\\nBuild a privacy-by-design voice assistant with BlindAI: https://blog.mithrilsecurity.io/privacy-voice-ai-with-blindai/\\xa0\\n\\nConfidential Computing Explained: https://blog.mithrilsecurity.io/confidential-computing-explained-part-1-introduction/\\xa0\\nConfidential Computing Consortium: https://confidentialcomputing.io/\\xa0\\nConfidential Computing White Papers: https://confidentialcomputing.io/white-papers-reports/\\xa0\\nList of Intel processors with Intel SGX:https://www.intel.com/content/www/us/en/support/articles/000028173/processors.html\\xa0\\nhttps://github.com/ayeks/SGX-hardware\\xa0\\n\\nAzure Confidential Computing VMs with SGX:Azure Docs: https://docs.microsoft.com/en-us/azure/confidential-computing/confidential-computing-enclaves\\xa0\\nHow to deploy BlindAI on Azure: https://docs.mithrilsecurity.io/getting-started/cloud-deployment/azure-dcsv3\\xa0\\n\\nConfidential Computing 101: https://www.youtube.com/watch?v=77U12Ss38Zc\\xa0\\nRust: https://www.rust-lang.org/\\xa0\\nONNX: https://github.com/onnx/onnx \\nTract, a Rust inference engine for ONNX models: https://github.com/sonos/tract'