Master AI and Machine Learning: From Neural Networks to Applications
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Explore neurosymbolic AI through a 44-minute tutorial that examines Kautz 4 systems, focusing specifically on neural networks constructed based on symbolic primitives. Delve into the technical details of dILP (differentiable Inductive Logic Programming) and LNN (Logical Neural Networks) as key examples of this approach. Learn how these systems bridge the gap between symbolic reasoning methods like logic programming and deep learning architectures. Understand the theoretical foundations and practical implementations that contribute to advancing artificial general intelligence (AGI) research. Gain insights into cutting-edge algorithms and Python packages that enable the integration of logical reasoning with neural network capabilities.
Syllabus
Neural Networks with Symbolic Equivalents
Taught by
Neuro Symbolic