Doing Data Analysis on Sensitive Data (ft. Oblivious)

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
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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
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🙋🏻‍♀️ LET'S CONNECT!
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#dataprivacy #datascience #ThuVu #dataanalytics

[bratutub]

I realize that it is not easy to immediately change our hats from practicing the old way of handling data by looking at it with the naked eye, to the new way of handling data with our eyes closed, in order to become a responsible data scientist

[bohdanshubyn]

Thanks for the video) Federated Learning becomes more and more popular, nice to see it because when I was starting to implement it in smart production during my PhD a few years ago it was not so popular 😅 and it was hard to explain the value of it for some proffesors😁

[Vivuvivuu]

Oh. Tớ mới nghe mọi người kể về kênh của Thu, đỉnh lắm luôn ấy

[nguyenvanthuatofficial]

Em ở Việt Nam, cũng đang có hướng làm trái nghành sang Data . Tình cờ biết được kênh của chị. Công nhận chị nói tiếng Anh hay thật. Hơn hẳn những kênh em thường nghe😅

[necromancer-x]

Hello! I've just discovered your channel and it's been my favorite one I've stumbled onto in my research about data analytics. Your videos are very thoughtful and intelligent; I like how carefully and succinctly you explain ideas.. I think one video idea that might be fun to do, is you maybe explaining why you find data interesting? What drew you into this field? It'd be fun to see you get nerdy about why you like data, this field. 🤓I think in the book '21 Lessons for the 21st Century, ' the author talks about how.. Phenomenal? Extraordinary? AI capabilities will become, how much data can be gathered by the smallest things... Imagine if one day AI can make a song PERFECTLY suited to your taste, based on physiological reactions, brain activity, the patterns of the music you like, etc... Or if we can collect such thorough data that the smallest change in a biomarker could detect cancer in the earliest of stages. Data is very fascinating! (((Sorry if you've gone into this in a different video I haven't seen yet)))

[isalutfi]

Thank you for sharing this helpful thing. 💙

[nnamdiodozi]

Was the Adult Pop data in the last example in a Secure Enclave?

[iamTHIEN]

em đang làm first portfolio project, chỉ có thể chỉ e step by step, hoặc nguồn nào nào để dựa theo làm được không, đội ơn chị đẹp.

[FaruqAtilola]

YT's notification chimes in

Me: Thu vu?

No problem! ❤

[goutamnayak]

Mam as a ms Excel export please clear my doubt, copilot 365 will available in ms Excel and other ai tools, so as beginner should I learn ms Excel deeply all functions and advance formulas
Or I can do all ms works by using copilot and other ai tools???
What should I do

[ivanbzg]

Very interesting video, is there an equivalent in R language?

[bykestunter]

Which subject should I choose after 12 for bsc and msc to become a good date scientist

[ashutoshnayak]

Hello mam, I am working as a data analyst in a startup of just 2 and half months / 3 months, due to some major problem i have to leave the organisation. As I am a fresher so please guide me what can I say when i will give interview for another companies, when the HR will ask me that why you leave the company in so short span of time?
Please guide me sir, i desperately needed proper reason so that it will not impact my impression.
Looking forward to hear from you.
Thank you.

[ldandco]

So... 41 seconds into the video, the answer from experience is de-identifying data.

[jmusics]

the video thumbnail caught my attention. Shes cute and sexy voice at the same time.

[EarningPlusSaving]

Hi
Can you help to prepare ATS resume for Data Analyst experienced