Mastering Deepfakes: Creation, Detection, and Ethical Implications

What you'll learn
The fundamentals of deepfake technology, including key tools and concepts.
How to generate realistic deepfake videos using Tortoise TTS and Wave2Lip.
Advanced techniques for detecting deepfakes in images and videos using CNN models like VGG19.
Ethical considerations and the societal impacts of deepfakes.
Hands-on experience with preprocessing, fine-tuning models, and deploying detection systems.
The role of AI and machine learning in deepfake creation and detection.

Requirements
Basic understanding of Python programming and machine learning concepts.
Familiarity with tools like GitHub and Colab (recommended but not mandatory).
A modern computer with GPU support (for faster processing).
Curiosity and interest in AI, deep learning, and ethical technology use.

Description
Deepfake technology Deepfake technology, or AI-powered algorithms to produce fake content, is revolutionising media creation while raising critical ethical, cybersecurity, and societal concerns. This comprehensive course equips you with the skills to navigate both the creative and defensive aspects of deepfake technology, preparing you to tackle challenges and leverage opportunities in this rapidly evolving field.You’ll start with the fundamentals, exploring tools like Tortoise TTS for voice cloning and Wav2Lip for synchronising lip movements, gaining hands-on experience in generating hyperrealistic deepfake videos. In the detection segment, you’ll dive deep into advanced AI techniques, leveraging powerful CNN models like VGG19 to identify manipulated images and videos with precision and accuracy. The course also includes practical guidance on preprocessing data, fine-tuning models, and deploying detection systems effectively.Beyond technical skills, the course delves into the societal and ethical implications of deepfakes, addressing their role in spreading misinformation, creating non-consensual content, and challenging trust in digital media. You’ll also explore global regulatory frameworks, laws, and policies aimed at combating the misuse of this groundbreaking technology.Whether you’re an AI enthusiast, content creator, cybersecurity professional, or researcher, this course offers end-to-end learning, blending technical expertise with real-world applications, ethical considerations, and a forward-looking perspective on the future of deepfake technology.