DD2437/FDD3437 HT24 Artificial Neural Networks and Deep Architectures (annda224)

DD2437/FDD3437 HT24 Artificial Neural Networks and Deep Architectures (annda224)

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Course overview Course overview

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  Course information, scope and learning outcomes Course information, scope and learning outcomes       2

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  Assessment - what to do to pass the course Assessment - what to do to pass the course       3

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  Lectures, labs and partial exams (quizzes) - an overview Lectures, labs and partial exams (quizzes) - an overview       4

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  Lab review and report Lab review and report       5

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  Literature and extra resources Literature and extra resources       6

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  Past exams Past exams       8

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Lectures 1-4 Multi-layer perceptrons: learning and generalisation

Lectures 1-4 Multi-layer perceptrons: learning and generalisation Lectures 1-4 Multi-layer perceptrons: learning and generalisation

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Module completed Module in progress Module locked

Lectures 1-4 Multi-layer perceptrons: learning and generalisation 138520  

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  Content, lectures, ... 🧬       3

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  L1 Course introduction and fundamental concepts L1 Course introduction and fundamental concepts       4

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  L2 From perceptron learning rule to backpropagation in feedforward networks - supervised learning L2 From perceptron learning rule to backpropagation in feedforward networks - supervised learning       5

      wiki_page 935552 0

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  L3 Generalization, regularization, model selection and validation L3 Generalization, regularization, model selection and validation       6

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  L4 Practical aspects of ANN approaches to pattern recognition problems L4 Practical aspects of ANN approaches to pattern recognition problems       7

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  Resources 💾       8

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• Quiz

  Practice quiz on Perceptron Practice quiz on Perceptron       9

      quiz 935556 0

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• Quiz

  Practice quiz on Generalisation, regularisation Practice quiz on Generalisation, regularisation       10

      quiz 935557 0

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  Assessed work 📅       11

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• Assignment

  KS quiz 1 KS quiz 1 1     12

      assignment 935559 1

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  Lab 1a       13

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• Assignment

  Lab 1a - presentation Lab 1a - presentation 1     14

      assignment 935561 1

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• Assignment

  Lab 1a - very short report Lab 1a - very short report 1     15

      assignment 935562 1

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• Assignment

  Lab 1a - bonus Lab 1a - bonus 1     16

      assignment 935563 1

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  Lab 1b       17

      context_module_sub_header 935564 0

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• Assignment

  Lab 1b - presentation Lab 1b - presentation 1     18

      assignment 935565 1

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• Assignment

  Lab 1b - very short report Lab 1b - very short report 1     19

      assignment 935566 1

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• Assignment

  Lab 1b - bonus Lab 1b - bonus 1     20

      assignment 935567 1

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Lectures 5-6 Competitive learning, self-organising maps

Lectures 5-6 Competitive learning, self-organising maps Lectures 5-6 Competitive learning, self-organising maps

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Module completed Module in progress Module locked

Lectures 5-6 Competitive learning, self-organising maps 138521  

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  Content, lectures, ... 🧬       3

      context_module_sub_header 935570 0

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• Page

  L5 Radial basis function networks and introduction to competitive learning L5 Radial basis function networks and introduction to competitive learning       4

      wiki_page 935571 0

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  L6 Self-organising maps L6 Self-organising maps       5

      wiki_page 935572 0

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• Quiz

  Practice quiz on CL, RBFs, SOMs and Hopfield nets Practice quiz on CL, RBFs, SOMs and Hopfield nets       7

      quiz 935574 0

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• Context Module Subheader

  Assessed work 📅       8

      context_module_sub_header 935575 0

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• Context Module Subheader

  Lab 2       9

      context_module_sub_header 935576 0

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• Assignment

  Lab 2 - presentation Lab 2 - presentation 1     10

      assignment 935577 1

  Score at least   Must score at least   to complete this module item Scored at least   Module item has been completed by scoring at least   View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark completed Must mark this module item done in order to complete Marked completed Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
• Assignment

  Lab 2 - very short report Lab 2 - very short report 1     11

      assignment 935578 1

  Score at least   Must score at least   to complete this module item Scored at least   Module item has been completed by scoring at least   View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark completed Must mark this module item done in order to complete Marked completed Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
• Assignment

  Lab 2 - bonus Lab 2 - bonus 1     12

      assignment 935579 1

  Score at least   Must score at least   to complete this module item Scored at least   Module item has been completed by scoring at least   View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark completed Must mark this module item done in order to complete Marked completed Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete

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Lectures 7-8 Recurrent architectures and stochastic networks

Lectures 7-8 Recurrent architectures and stochastic networks Lectures 7-8 Recurrent architectures and stochastic networks

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Module completed Module in progress Module locked

Lectures 7-8 Recurrent architectures and stochastic networks 138522  

• Context Module Subheader

  Content, lectures, ... 🧬       3

      context_module_sub_header 935582 0

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• Page

  L7 Hopfield networks, associative memories and introduction to stochastic networks (Boltzmann machines) L7 Hopfield networks, associative memories and introduction to stochastic networks (Boltzmann machines)       4

      wiki_page 935583 0

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• Page

  L8 Temporal processing with ANNs: feedforward vs recurrent network architectures L8 Temporal processing with ANNs: feedforward vs recurrent network architectures       5

      wiki_page 935584 0

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  Assessed work 📅       7

      context_module_sub_header 935586 0

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• Assignment

  KS quiz 2 KS quiz 2 1     8

      assignment 935587 1

  Score at least   Must score at least   to complete this module item Scored at least   Module item has been completed by scoring at least   View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark completed Must mark this module item done in order to complete Marked completed Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
• Context Module Subheader

  Lab 3       9

      context_module_sub_header 935588 0

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• Assignment

  Lab 3 - presentation Lab 3 - presentation 1     10

      assignment 935589 1

  Score at least   Must score at least   to complete this module item Scored at least   Module item has been completed by scoring at least   View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark completed Must mark this module item done in order to complete Marked completed Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
• Assignment

  Lab 3 - very short report Lab 3 - very short report 1     11

      assignment 935590 1

  Score at least   Must score at least   to complete this module item Scored at least   Module item has been completed by scoring at least   View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark completed Must mark this module item done in order to complete Marked completed Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
• Assignment

  Lab 3 - bonus Lab 3 - bonus 1     12

      assignment 935591 1

  Score at least   Must score at least   to complete this module item Scored at least   Module item has been completed by scoring at least   View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark completed Must mark this module item done in order to complete Marked completed Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete

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Lectures 9-10 Deep neural networks: principles, architectures and implementations

Lectures 9-10 Deep neural networks: principles, architectures and implementations Lectures 9-10 Deep neural networks: principles, architectures and implementations

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Module completed Module in progress Module locked

Lectures 9-10 Deep neural networks: principles, architectures and implementations 138523  

• Page

  L9 Deep learning fundamentals: general philosophy and a review of deep architectures L9 Deep learning fundamentals: general philosophy and a review of deep architectures       4

      wiki_page 935595 0

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• Page

  L10 Representation learning and deep generative modelling L10 Representation learning and deep generative modelling       6

      wiki_page 935597 0

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• Context Module Subheader

  Resources 💾       8

      context_module_sub_header 935599 0

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• Quiz

  Practice quiz on Deep learning Practice quiz on Deep learning       9

      quiz 935600 0

  Score at least   Must score at least   to complete this module item Scored at least   Module item has been completed by scoring at least   View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark completed Must mark this module item done in order to complete Marked completed Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
• Context Module Subheader

  Assessed work 📅       10

      context_module_sub_header 935601 0

  Score at least   Must score at least   to complete this module item Scored at least   Module item has been completed by scoring at least   View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark completed Must mark this module item done in order to complete Marked completed Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
• Assignment

  KS quiz 3 KS quiz 3 1     11

      assignment 935602 1

  Score at least   Must score at least   to complete this module item Scored at least   Module item has been completed by scoring at least   View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark completed Must mark this module item done in order to complete Marked completed Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
• Context Module Subheader

  Lab 4       12

      context_module_sub_header 935603 0

  Score at least   Must score at least   to complete this module item Scored at least   Module item has been completed by scoring at least   View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark completed Must mark this module item done in order to complete Marked completed Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
• Assignment

  Lab 4 - presentation Lab 4 - presentation 1     13

      assignment 935604 1

  Score at least   Must score at least   to complete this module item Scored at least   Module item has been completed by scoring at least   View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark completed Must mark this module item done in order to complete Marked completed Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
• Assignment

  Lab 4 - very short report Lab 4 - very short report 1     14

      assignment 935605 1

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  Lab 4 - bonus Lab 4 - bonus 1     15

      assignment 935606 1

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  [ Select module ] Course overview Lectures 1-4 Multi-layer perceptrons: learning and generalisation Lectures 5-6 Competitive learning, self-organising maps Lectures 7-8 Recurrent architectures and stochastic networks Lectures 9-10 Deep neural networks: principles, architectures and implementations Course summary, past exams

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