Summary: This the sixth and the FINAL blog post of “Differential Privacy Basics Series” — summarizing all of the previous blog posts. For more posts like these on Differential Privacy follow Shaistha Fathima on twitter.

Differential Privacy Basics Series


Laplace Mechanism, Exponential Mechanism and Gaussian Mechanism

Summary: Sometimes knowing the basics is important! This the fifth blog post of “Differential Privacy Basics Series” covering the general noise adding mechanism used in Differential Privacy. For more posts like these on Differential Privacy follow Shaistha Fathima on twitter.

Differential Privacy Basics Series


Summary: Sometimes knowing the basics is important! This the fourth blog post of “Differential Privacy Basics Series” covering Sensitivity of the Query and its effects on Differential Privacy. Thank you Jacob Merryman for the amazing graphic used in this blog post. …


Summary: Sometimes knowing the basics is important! This third blog post of “Differential Privacy Basics Series”, covering a quick and easy introduction to Differential Privacy Definition- Epsilon, delta, etc. For more posts like these on Differential Privacy follow Shaistha Fathima on twitter.

Differential Privacy Basics Series


Global vs Local Differential Privacy(DP) followed by real world implementation examples

Summary: We learn best with toy code we can play with and diving into the documentations. This is second blog post of “Differential Privacy Basics Series”, covering a quick and easy explanation to Global vs Local Differential Privacy(DP) followed…


Introduction to DP with Randomized response example.

Summary: Sometimes knowing the basics is important! This beginner friendly blog post covers a quick and easy introduction to Differential Privacy and is part of “Differential Privacy Basics Series”. Thank you Jacob Merryman for the amazing graphic used in this blog post. …


Choosing one of the Free Pre-Trained model’s from OpenVINO toolkit list for Edge Deployment. (Link)

Making the right choice!

This post is about “Choosing a (Free Version) of Pre-Trained model’s provided by OpenVINO Toolkit for learning or demo purposes.” Just so you know, OpenVINO Toolkit provides TWO types of Pre-trained models — Free Version…


Summary: This the third blog of the beginner friendly series — Basic Concepts You Should Know Before Starting with the “Neural Networks” (NN) with a gentle introduction to neural network and perceptron. For more posts like these on Machine Learning Basics follow me here or on Twitter — Shaistha Fathima.

Basic Concepts You Should Know Before Starting with the “Neural Networks” (NN) Series


Summary: I learn best by playing around with code and believe in sharing knowledge. This the second blog of the new beginner friendly series — Basic Concepts You Should Know Before Starting with the “Neural Networks” (NN) with a code example for Ordinary Least Square Method and introduction to Gradient…


Summary: This the first blog of the new beginner friendly series — Basic Concepts You Should Know Before Starting with the “Neural Networks” (NN) covering Linear Regression using Ordinary Least Square Method. For more posts like these on Machine Learning Basics follow me here or on Twitter — Shaistha Fathima.

Basic Concepts You Should Know Before Starting with the “Neural Networks” (NN) Series

shaistha fathima

ML Privacy and Security Enthusiast | Research Scientist @openminedorg | Computer Vision | Twitter @shaistha24

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