Doing Data Analysis on Sensitive Data (ft. Oblivious)
🏆 Check out Antigranular competition & win cash prizes up to €5,500 👉 https://www.antigranular.com/competitions 📔 Sample notebook working with sensitive private data 👉 https://shorturl.at/yKX89 🌟 Master Python and Build Awesome AI Projects 👉 https://python-course-earlybird.framer.website/?&utm_source=sensdata Receive top data science/ AI insights in your inbox 👉 https://thu-vu.ck.page/49c5ee08f6 Hi everyone, in today's video we'll be talking about working with private and sensitive data. A lot of times data scientists do not work on the most valuable and "cool" datasets, simply because these datasets contain too sensitive individual information. I have encountered this many times at my work, and it's frustrating! In this video, I will give you a brief introduction to different techniques for handling senstive data, and how to implement them using Antigranular platform. Thank you for watching! 😇 🔑 TIMESTAMPS ================================ 0:00 - Intro 1:00 - Antigranular/ Oblivious (sponsor) 1:22 - Overview of privacy-enhancing technologies 4:28 - Antigranular & competition 🏆 5:58 - What is Differential Privacy? 6:51 - Sample notebook walkthrough 7:49 - What is Secure Enclave? 8:34 - Sample notebook walkthrough (cont.) 11:07 - Training a regression model on private data 11:46 - Outro 👩🏻💻 COURSES & RESOURCES ================================ 📖 Google Advanced Data Analytics Certificate 👉 https://imp.i384100.net/anK9zZ 📖 Google Data Analytics Certificate 👉 https://imp.i384100.net/15v9y6 📖 Learn SQL Basics for Data Science Specialization 👉 https://imp.i384100.net/AovPnJ 📖 Excel Skills for Business 👉 https://coursera.pxf.io/doPaoy 📖 Machine Learning Specialization 👉 https://imp.i384100.net/RyjykN 📖 Data Visualization with Tableau Specialization 👉https://imp.i384100.net/n15XWR 📖 Deep Learning Specialization 👉 https://imp.i384100.net/zavBA0 📖 Mathematics for Machine Learning and Data Science Specialization 👉 https://imp.i384100.net/LXK0gj 📖 Applied Data Science with Python 👉 https://imp.i384100.net/gbxOqv 🙋🏻♀️ LET'S CONNECT! ================================ 🤓 Join my Discord server: https://discord.gg/SK7ZC5XhcS 📩 Newsletter: https://thu-vu.ck.page/profile ✍ Medium: https://medium.com/@vuthihienthu.ueb 🔗 All links: https://linktr.ee/thuvuanalytics As a member of the Amazon and Coursera Affiliate Programs, I earn a commission from qualifying purchases on the links above. By using the links you help support this channel at no cost for you. Edited with Gling: https://gling.ai #dataprivacy #datascience #ThuVu #dataanalytics
