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Updates
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Summarizing
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Transformers
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Regularization and Resnets
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Regularization
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Vanishing and Exploding gradient problem
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CNN
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Review
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CNN
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Pytorch
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Probability basics 3
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Probability basics 2
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Probability basics
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Data, Models and Learning
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Multi-Layer Perceptron
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Autograd 3
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Autograd 2
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Autograd
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Perceptron 3
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Perceptron 2
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Perceptron
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Linear models 2
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Linear models
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Linear models
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Python basics 2
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Python basics
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Running Jupyter on ACG with SLURM
Running Jupyter server via SLURM enables you to run your Jupyter server on a SLURM node with more resources; sometimes allowing you to use GPU. It is a better practice to run heavy code via SLURM, because login nodes are meant for login only. This documentation specifically covers this process.
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Running Jupyter on ACG Katahdin
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Running Jupyter on ACG Katahdin
We will learn how to run Jupyter notebook on ACG Katahdin and access it on your laptop by port forwarding.
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Intro lecture video (no audio)
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Project proposal for ECE491/COS498 students
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Intro to Neural Networks
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Prereq Hw
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Topic dependency
Depedency graph for topics to be covered in class
Autograd, Optimization, Visualization