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Seasoned technology leader with 15+ years in software design and development, specialising in Computer Vision, Deep Learning and Machine Learning. Proven record of delivering production-scale AI systems, securing patents and driving impact across semiconductor, healthcare, retail and automotive sectors. Seeking to spearhead architecture and innovation as an AI Architect / Principal Engineer.
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Main Problem Addressed The Introduction argues that computer vision still lacks a true “foundation model” equivalent to large language models: a system that produces universally useful visual feature
Vision Transformer (ViT) – High-level Take-aways Main problem addressed Convolutional Neural Networks (CNNs) dominate vision, yet they embed hand-crafted inductive biases (locality, translation equivariance) that may limit scalability. The paper as...
Set Context, Role & Rules Prompt Role: You are an experienced AI/ML researcher and teaching assistant. Objective: Help me understand the attached research paper through an interactive, step-by-step dialogue. Workflow & Ground Rules When I ask “...
Architecting AI that Just Works
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