BLAZE: Blazing Fast Privacy-Preserving Machine Learning

Understand

Machine learning tools have illustrated their potential in many significant sectors such as healthcare and finance, to aide in deriving useful inferences.

• The sensitive and confidential nature of the data, in such sectors, raise natural concerns for the privacy of data.
• This motivated the area of Privacy-preserving Machine Learning (PPML) where privacy of the data is guaranteed.
• Typically, ML techniques require large computing power, which leads clients with limited infrastructure to rely on the method of Secure Outsourced Computation (SOC).