Homomorphic Encryption for Data Science (He4ds)
暫譯: 數據科學的同態加密 (He4ds)

Allon Adir holds an M.Sc. in Computer Science from the Technion - Israel Institute of Technology, and is now a researcher in the AI Security group at IBM Research - Israel in Haifa. Allon worked on research related to hardware verification, and then on applications of analytics to Cyber-security. Allon is currently working on novel encryption schemes and their application in the context of security and privacy preservation. Allon has authored many publications and patents related to the above fields, and is an IBM Master Inventor.

Ehud is currently with IBM Research in Haifa, Israel. Ehud received an M.Sc. in computer science from the Technion - Israel Institute of Technology. He worked several years on machine learning projects in the fields of hardware verification, healthcare, and anomaly detection for computer systems. Later, he worked on various applications of machine learning to cyber security. Ehud is currently working on novel encryption schemes in the context of security and privacy preservation.

Nir Drucker is a Security, Privacy & Cryptography Research Scientist at IBM Research - Israel, the AI Security group that develop the IBM HElayers SDK. He holds a Ph.D. in Applied Mathematics (Cryptography) from the University of Haifa and an M.Sc. degree in Operations Research from the faculty of Industrial Engineering & Management of the Technion I.I.T. Nir worked 3.5 years as a Senior Applied Scientist in AWS, the Cryptographic Algorithms Team, and eight years as a Software Developer at Intel in two teams: a) a team that developed low-level security features (e.g., SGX) in FW/SW; b) a team that developed a CAD VLSI timing verification simulator in C/C++. His research interests involve applied cryptography and applied security. In particular, research that combines these domains with the latest development in the machine-learning field. For example, researching Privacy-Preserving Machine Learning (PPML) solutions that involve Homomorphic Encryption (HE) or multi party computation (MPC).

Ronen Levy is a senior manager, leading the Security & Privacy department in the IBM Research - Israel lab also responsible for the IBM Research strategy around Data Security. He holds a B.A in Mathematics from the University of Haifa and with over 30 years of experience in R&D he has been driving innovation in various domains such as hybrid-cloud, software quality, privacy, cyber-security and cryptography. Before joining IBM Research 14 years ago he worked in various R&D development roles in the industry developing products such as Anti-Virus, Distributed Query Processor, Application Server and Enterprise Storage System.

Hayim is currently with IBM Research in Haifa, Israel. Hayim completed his PhD in computational geometry under the supervision of Prof. Micha Sharir in Tel- Aviv University. Following his studies, Hayim cofounded and served as CTO of DiviNetworks, a company funded by the IFC, that focused on network optimizations. After that, he joined MIT as a research fellow in the CSAIL lab doing research in homomorphic encryption. At IBM Research Hayim is continuing his work on secure multi-party computation.

Omri Soceanu is the head of the AI Security research group at IBM Research Haifa. He holds a B.Sc. and M.Sc. in Electrical Engineering from the Technion - Israel Institute of Technology. Before becoming the head of the AI Security group, Omri worked on various aspects of data security, employing machine learning techniques in a Big Data setting using state-of-the-art approaches. Omri has several years of hands-on experience working on embedded systems, cryptography, cybersecurity, and machine learning algorithms.

Allon Adir 擁有以色列科技學院 (Technion - Israel Institute of Technology) 的計算機科學碩士學位，目前是 IBM 研究所以色列海法的 AI 安全小組研究員。Allon 曾從事硬體驗證相關的研究，之後轉向分析在網路安全中的應用。目前，Allon 正在研究新穎的加密方案及其在安全和隱私保護方面的應用。Allon 在上述領域發表了許多論文和專利，並且是 IBM 的首席發明家。

Ehud 目前在以色列海法的 IBM 研究所工作。他在以色列科技學院獲得計算機科學碩士學位。Ehud 在硬體驗證、醫療保健和計算機系統異常檢測等領域的機器學習專案上工作了幾年。之後，他在網路安全的各種機器學習應用上進行了研究。Ehud 目前正在研究新穎的加密方案，以促進安全和隱私保護。

Nir Drucker 是 IBM 研究所以色列的安全、隱私與密碼學研究科學家，隸屬於開發 IBM HElayers SDK 的 AI 安全小組。他擁有海法大學的應用數學（密碼學）博士學位，以及以色列科技學院工業工程與管理學院的運籌學碩士學位。Nir 在 AWS 的密碼算法團隊擔任高級應用科學家工作了 3.5 年，並在 Intel 擔任軟體開發人員八年，參與兩個團隊：a) 開發低層安全功能（例如 SGX）的團隊；b) 開發 C/C++ 的 CAD VLSI 時序驗證模擬器的團隊。他的研究興趣包括應用密碼學和應用安全，特別是將這些領域與機器學習最新發展相結合的研究。例如，研究涉及同態加密（Homomorphic Encryption, HE）或多方計算（multi-party computation, MPC）的隱私保護機器學習（Privacy-Preserving Machine Learning, PPML）解決方案。

Ronen Levy 是 IBM 研究所以色列實驗室的高級經理，負責安全與隱私部門，並負責 IBM 研究在數據安全方面的策略。他擁有海法大學的數學學士學位，擁有超過 30 年的研發經驗，並在混合雲、軟體質量、隱私、網路安全和密碼學等多個領域推動創新。在 14 年前加入 IBM 研究所之前，他在業界擔任各種研發開發角色，開發過防病毒軟體、分散式查詢處理器、應用伺服器和企業儲存系統等產品。

Hayim 目前在以色列海法的 IBM 研究所工作。他在特拉維夫大學的 Micha Sharir 教授指導下完成了計算幾何的博士學位。完成學業後，Hayim 共同創辦了 DiviNetworks 並擔任首席技術官，該公司由國際金融公司 (IFC) 資助，專注於網路優化。之後，他加入麻省理工學院 (MIT) 擔任 CSAIL 實驗室的研究員，進行同態加密的研究。在 IBM 研究所，Hayim 繼續從事安全多方計算的工作。

Omri Soceanu 是 IBM 研究所海法的 AI 安全研究小組負責人。他擁有以色列科技學院的電機工程學士和碩士學位。在成為 AI 安全小組負責人之前，Omri 在數據安全的各個方面工作，利用機器學習技術在大數據環境中採用最先進的方法。Omri 在嵌入式系統、密碼學、網路安全和機器學習算法方面擁有幾年的實務經驗。