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Feel free to explore my repository at https://github.com/SagerKudrick/ml-dp, where you can witness an innovative application of Differential Privacy in conjunction with state-of-the-art Machine Learning models. This demonstration focuses on the renowned MNIST dataset, which involves the classification of hand-written digits ranging from 0 to 9. By incorporating differential privacy techniques, we not only achieve exceptional accuracy in our model's predictions but also uphold the utmost privacy and security of the underlying training datasets.

Within the repository, you will discover a comprehensive showcase of how Differential Privacy can seamlessly integrate with modern Machine Learning techniques. Through meticulous implementation and rigorous experimentation, we have demonstrated that the incorporation of differential privacy does not compromise the accuracy or performance of our models. On the contrary, it serves as a robust safeguard that protects sensitive data from potential breaches while enabling precise predictions.

Sager Kudrick's Projects

blender_baker icon blender_baker

script to create a new image, create a UV mapping, unwrap the object, go into the materials node and create a Texture Image and set it to the created image (that all materials are baked to), and then bake it

data-point icon data-point

JavaScript Utility for collecting, processing and transforming data

matplot_pso icon matplot_pso

Animated matplot particle swarm optimization algorithm

mattercontrol icon mattercontrol

From easy to expert, all in one 3D printing software - MatterContol lets you edit, organize and manage your 3D designs and your 3D printer. Created to help you get the most out of your 3D printer, MatterControl is opensource software available here. MatterControl has a dependency on the agg-sharp library, also by MatterHackers.

ml-dp icon ml-dp

Differential privacy training and evaluation using IMDb and MNIST machine learning models.

opacus icon opacus

Training PyTorch models with differential privacy

screenpen icon screenpen

ScreenPen is a simple screen annotation software that allows drawing directly on the screen.

sourcemod icon sourcemod

SourceMod - Source Engine Scripting and Administration

tableqa icon tableqa

AI Tool for querying natural language on tabular data.

visifire icon visifire

Automatically exported from code.google.com/p/visifire

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