Jalpesh Vasa

7 Questions 7 Answers 0 Followers

Questions related from Jalpesh Vasa

How Differential Privacy Useful in Deep Learning??

As Proposed by Cynthia Dwork, A Differential privacy gain a lots of attention nowadays in the field of Data Privacy. Also, there are various version of Differential Privacy(DP), Mainly used either...

30 September 2021 189 1 View

Where to provide Privacy in Deep Learning?

Which is best way to provide privacy in Deep Learning? At Data Pre-processing Phase At Model Training Phase At Data Inference(validation/Testing) Phase At Model Deployment Phase? Please suggest...

30 September 2021 282 4 View

Can anyone give answers for the following questions related to privacy in Deep Learning?

Which Python Architecture to use for accessing existing algorithm???(keras, Tensorflow_privacy, PyTorch etc) Which DL Model to use?(like CNN, CDBN, DNN, LSTM etc) Is there any Privacy Preserving...

30 September 2021 4,414 2 View

Can anyone suggest open source of Big Data, which can be freely accessible/downloadable and having sensitive attributes?

Is there any source available, which allows us to download/access Big Data(min. size of 500GB to 5TB) which having sensitive attributes combination like income/disease/age/ethnicity/country/gender...

29 April 2020 9,283 5 View

Which are data analytics techniques for which privacy preserving methods can be applied?

I'm using Big Data. Which are different Big Data Analytics/Data Analytics techniques, for which Privacy Preserving methods(Which method) can be applied? Please suggest.

15 April 2018 1,051 3 View

Can anyone suggest open issues/research gap/research direction in privacy preservation and security in Big Data?

Also suggest some research papers on it. Thank you.

06 March 2017 4,190 8 View

Can anyone suggest Mathematical modeling of different privacy preserving models like differential privacy, anonymity, noise addition techniques??

For providing Big Data privacy, its important that utility of the data/mining result should be preserved. For that before implementing anything, first we need to prove the concept/idea...

01 January 1970 7,951 3 View