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How I Built the World’s Most Efficient Deepfake Detector with $100

Devoxx via YouTube

Overview

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This talk demonstrates a method for detecting faces generated by ThisPersonDoesNotExist and estimating when they were created. It introduces the machine learning concepts behind GANs and discusses implementing the detector with TensorFlow and a customized Elasticsearch instance on limited hardware.

Syllabus

Intro
About Coding Game
Demonstration
Introduction
Neural Network
Machine Learning Crash Course
Neural Networks
Neural Networks Examples
Gans
Generator
Experiment setup
Overfitting
Slow convergence
Computing power
Gun generated images
How to cheat
Another game
Indicators
Eyes
Script
Database
Downloader script
Resources
Images
Jetson Nano
FaceNet
Fuzzy search
Setup
Bonus points
When the image was generated
Demo time
Top 3 matches
Search speed
Continuity
Multiple variants
Questions

Taught by

Devoxx

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