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AINS6003 Deep Learning & Neural Networks
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AINS6003 Deep Learning & Neural Networks
Syllabus: AINS6003 Deep Learning & Neural Networks
How to Use AINS6003
Technical Requirements and Setup
Authoritative Readings and Resources
Module 1: From neurons to multilayer networks
Module 1 Book Prose
Module 1: From neurons to multilayer networks
Module 1 Narrated Study Guide
Module 1 Rubric
Module 2: Backpropagation and automatic differentiation
Module 2 Book Prose
Module 2: Backpropagation and automatic differentiation
Module 2 Narrated Study Guide
Module 2 Rubric
Module 3: Optimization, loss, and regularization
Module 3 Book Prose
Module 3: Optimization, loss, and regularization
Module 3 Narrated Study Guide
Module 3 Rubric
Module 4: Convolutional neural networks for vision
Module 4 Book Prose
Module 4: Convolutional neural networks for vision
Module 4 Narrated Study Guide
Module 4 Rubric
Module 5: Sequence models: RNNs and LSTMs
Module 5 Book Prose
Module 5: Sequence models: RNNs and LSTMs
Module 5 Narrated Study Guide
Module 5 Rubric
Module 6: Attention and transformers
Module 6 Book Prose
Module 6: Attention and transformers
Module 6 Narrated Study Guide
Module 6 Rubric
Module 7: Generative models and applications
Module 7 Book Prose
Module 7: Generative models and applications
Module 7 Narrated Study Guide
Module 7 Rubric
Module 8: GPU workflows, scale, and deployment
Module 8 Book Prose
Module 8: GPU workflows, scale, and deployment
Module 8 Narrated Study Guide
Module 8 Rubric
Index