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Compare	Transformers and Attention
Level	Intermediate
Duration	20–28 hours including labs
Format	Self-paced course
Access	Premium access
Skills	Attention algebra, Causal masking, Multi-head tensors, RoPE, Transformer debugging
Modules	9
Prerequisites	NLP Foundations; PyTorch
Assessment	Course assessment
Certificate	Completion requirements apply