How can MPC enable privacy-preserving collaborative AI training

0 votes
Can you tell me How can MPC enable privacy-preserving collaborative AI training?
1 day ago in Generative AI by Ashutosh
• 28,250 points
6 views

1 answer to this question.

0 votes

You can use Multi-Party Computation (MPC) to enable multiple parties to collaboratively train AI models without exposing their private data to each other.

Here is the code snippet below:

In the above code we are using the following key points:

  • Virtual machines to simulate separate data-owning entities

  • PySyft's send method to keep data private during computation

  • Federated secure aggregation using MPC primitives

Hence, MPC allows collaborative AI training while ensuring each party's data remains confidential.

answered 21 hours ago by nidhi

Related Questions In Generative AI

0 votes
1 answer

How can I optimize training time in generative AI using Julia's multiple dispatch?

You can optimize training time in generative ...READ MORE

answered Dec 10, 2024 in Generative AI by miya ravana
168 views
0 votes
1 answer
0 votes
1 answer

What are the best practices for fine-tuning a Transformer model with custom data?

Pre-trained models can be leveraged for fine-tuning ...READ MORE

answered Nov 5, 2024 in ChatGPT by Somaya agnihotri

edited Nov 8, 2024 by Ashutosh 423 views
0 votes
1 answer

What preprocessing steps are critical for improving GAN-generated images?

Proper training data preparation is critical when ...READ MORE

answered Nov 5, 2024 in ChatGPT by anil silori

edited Nov 8, 2024 by Ashutosh 337 views
0 votes
1 answer

How do you handle bias in generative AI models during training or inference?

You can address biasness in Generative AI ...READ MORE

answered Nov 5, 2024 in Generative AI by ashirwad shrivastav

edited Nov 8, 2024 by Ashutosh 418 views
0 votes
1 answer
0 votes
0 answers

How can you use tensor slicing to speed up training on large datasets for Generative AI?

Can you explain, using Python programming, how ...READ MORE

Dec 5, 2024 in Generative AI by Ashutosh
• 28,250 points
141 views
webinar REGISTER FOR FREE WEBINAR X
REGISTER NOW
webinar_success Thank you for registering Join Edureka Meetup community for 100+ Free Webinars each month JOIN MEETUP GROUP