The recent proliferation of AI-generated deepfakes, particularly in the realm of videos, underscores the gravity of this predicament. These manipulative creations, designed to deceive unsuspecting viewers, have infiltrated various spheres of society, leaving a trail of chaos and mistrust in their wake.
At the heart of deepfakes lies the sophisticated machinery of AI, orchestrating the fabrication of hyper-realistic content detached from reality. By ingesting vast datasets, deep learning algorithms fashion synthetic narratives with alarming accuracy, perpetuating a digital mirage that challenges our very notions of authenticity.
Distinguishing deepfakes from conventional manipulated media reveals a nuanced landscape where human intervention merely validates the end product, devoid of substantial influence over the creative process. Unlike superficial alterations or misleading imagery, deepfakes embody a realm where reality itself becomes a malleable construct, subject to the whims of algorithms and their creators.
The genesis of deepfakes is rooted in a myriad of methodologies, with the prevalent approach leveraging deep neural networks for face-swapping. Through a meticulous process of analysis and synthesis, these neural networks seamlessly graft individuals onto target videos, obscuring the boundaries between fact and fiction. Augmenting this process are Generative Adversarial Networks (GANs), which refine imperfections across iterative cycles, rendering detection mechanisms increasingly obsolete.
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'Deep Fake' - an emerging risk for Banking & Financial Sector
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RBI CIRCULAR
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