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Neural Network Introspection - Approaches from Machine Learning and Knowledge Representation

Offered By: Neuro Symbolic via YouTube

Tags

Neural Networks Courses Artificial Intelligence Courses Machine Learning Courses Semi-supervised Learning Courses Self-supervised Learning Courses Introspection Courses Generative Models Courses

Course Description

Overview

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Explore AI introspection in this comprehensive video lecture, covering approaches from both machine learning and knowledge representation communities. Delve into topics such as Introspective CNNs, generative vs. discriminative models, semi and self-supervised learning, and concept induction. Gain insights into the exciting field of neuro-symbolic AI, which combines symbolic methods and deep learning. Learn about cutting-edge algorithms, Python packages, and progress towards artificial general intelligence (AGI) through this informative presentation by Gerardo Simari, originally part of an AI course at Arizona State University.

Syllabus

Introduction
Overview of Introspection in AI
ICN: Introspective CNN's
Generative vs. Discriminative models
Semi and Self supervisedlearning
ICN Introduction
Concept induction
Concluding remarks


Taught by

Neuro Symbolic

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