👁️HardMultimodal ModelsPREMIUM

Multimodal LLM Architecture

Learn how to design a multimodal LLM that processes text, images, and audio, covering projection strategies and cross-modal attention.

What you'll master

Modality-specific encoders

Projection layers for cross-modal alignment

Cross-attention vs early fusion vs late fusion

Training strategies: two-stage vs end-to-end

Handling variable-length visual tokens

Visual Instruction Tuning

Modality gap

Flamingo architecture

Perceiver Resampler

SigLIP

Hard30 min readIncludes code examples, architecture diagrams, and expert-level follow-up questions.

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