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Principles Of Artificial Neural Networks

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Preview of MCA Syllabus
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MCA Syllabus (MCA-New-syllabus-2021-2021-22-JSU.pdf)

1.36 MBUserEN 72 pages
MCA II Year 2021-22 follows AICTE Model Curriculum with Evaluation Scheme & Syllabus for 2020-21 and 2021-22.
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Preview of Mitigating Catastrophic Forgetting in Reinforcement Learning
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Mitigating Catastrophic Forgetting in Reinforcement Learning (1802.07239.pdf)

2.49 MBChristos Kaplanis, Murray Shanahan, Claudia ClopathEN 14 pages
Unlike humans, artificial neural networks suffer from catastrophic forgetting, where new learning erases previously acquired knowledge
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Preview of Loss as Model Inconsistency
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Loss as Model Inconsistency (richardson22b.pdf)

717 KBEN 30 pages
He shows that many standard loss functions and statistical divergences can be derived from PDG inconsistency, offering intuitive visual language and clarifying the evidence lower bound (ELBO) in variational inference
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