AI Video Generation Techniques Model Architecture and Implementation

Technical Papers:

• "Attention Is All You Need" (Transformer Architecture)
• "Learning Transferable Visual Representations" (contrastive vision-language models)
• Recent multimodal AI research from top conferences

Frameworks and Tools:

• Open-source transformer stacks for multimodal training
• PyTorch and TensorFlow toolkits with vision-language extensions
• Pre-trained contrastive encoders and diffusion checkpoints curated by the research community

This lesson reflects current AI developments and provides practical insights for implementing these concepts in real-world scenarios.