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Demystifying AI: Learn how to use neural networks with your own data. Produced by Living-Lab: AiRA, Hub voor Data & Responsible AI, Hogeschool Rotterdam Lunch Lezing CMD 10 MEI 2022

Abstract

PART I Literature review & taxonomy of {SOTA} Machine Learning. PART II Proof of concept of Sensory Ecology-based Sparse Coding PCA design patterns, allowing neural networks to learn complex cognitive tasks by reducing the nonlinear dimensionality of sensory information data-sets. PART III Description and implementation of a Data Fabric methodology by means of a high-performance computing “Data Lab” that allows for the implementation of the reuse of pre-trained deep neural networks {transfer-learning} on small-sized, custom data-sets.
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