Lilly Tech Systems
AI-Generated Content Detection
Learn to detect AI-generated text, images, audio, and video. Master perplexity-based analysis, classifier-based detection, content watermarking with SynthID and C2PA, and evaluate commercial tools like GPTZero and Originality.ai.
Your Learning Path
Follow these lessons in order to master AI-generated content detection across all media types.
1. Introduction
Why AI content detection matters, the detection landscape, and fundamental approaches to identifying synthetic content.
2. Text Detection
GPTZero, GLTR, perplexity-based detection, statistical methods, and classifier-based approaches for AI text.
3. Image Detection
Detecting AI-generated images from DALL-E, Midjourney, Stable Diffusion using CNN classifiers and forensic analysis.
4. Audio/Video Detection
Detecting synthetic speech, AI-generated music, and generated video content across modalities.
5. Watermarking
SynthID, C2PA content credentials, invisible watermarks, and proactive content attribution systems.
6. Best Practices
Reliability, limitations, ethical use, false positive management, and building trustworthy detection systems.
What You'll Learn
By the end of this course, you'll be able to:
Detect AI Text
Use perplexity analysis and classifiers to identify machine-generated text.
Detect AI Images
Identify synthetic images from major generators using forensic techniques.
Detect AI Audio/Video
Identify synthetic speech and generated video across platforms.
Implement Watermarking
Deploy content watermarking and provenance systems for attribution.