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Implemented and trained Denoising Diffusion Probabilistic Models (DDPMs) from scratch on CIFAR-10 using PyTorch, including forward and reverse sampling processes. Explored alternative beta schedulers (linear, cosine, sigmoid) and integrated classifier-free guidance for conditional image generation.