Doing Data Analysis on Sensitive Data (ft. Oblivious)
About this lesson
๐ Check out Antigranular competition & win cash prizes up to โฌ5,500 ๐ https://www.antigranular.com/competitions ๐ Sample notebook working with sensitive private data ๐ https://shorturl.at/yKX89 ๐ Master Python and Build Awesome AI Projects ๐ https://python-course-earlybird.framer.website/?&utm_source=sensdata Receive top data science/ AI insights in your inbox ๐ 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! ๐ ๐ TIMESTAMPS ================================ 0:00 - Intro 1:00 - Antigranular/ Oblivious (sponsor) 1:22 - Overview of privacy-enhancing technologies 4:28 - Antigranular & competition ๐ 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 ๐ฉ๐ปโ๐ป COURSES & RESOURCES ================================ ๐ Google Advanced Data Analytics Certificate ๐ https://imp.i384100.net/anK9zZ ๐ Google Data Analytics Certificate ๐ https://imp.i384100.net/15v9y6 ๐ Learn SQL Basics for Data Science Specialization ๐ https://imp.i384100.net/AovPnJ ๐ Excel Skills for Business ๐ https://coursera.pxf.io/doPaoy ๐ Machine Learning Specialization ๐ https://imp.i384100.net/RyjykN ๐ Data Visualization with Tableau Specialization ๐https://imp.i384100.net/n15XWR ๐ Deep Learning Specialization ๐ https://imp.i384100.net/zavBA0 ๐ Mathematics for Machine Learning and Data Science Specialization ๐ https://imp.i384100.net/LXK
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