Artificial Neural Networks

Topic outline

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  ARTIFICIAL NEURAL NETWORKS (EENG582)

  

  Lecturer: Prof. Dr.  Hasan AMCA

  email: hasan.amca@emu.edu.tr

  Room No: EE134

  Phone: +90 392 630 1500

  
• General
  
  

  General

  • Announcements Forum
  • EENG582 - Course Description - Artificial Neural Networks File 122.9KB PDF belgesi Uploaded 22/05/22, 12:09
  • grades File 533.3KB Excel tablosu Uploaded 18/04/22, 13:33
• Term Project and White Paper Work
  
  

  Term Project and White Paper Work

  • Term Project Definition and Timeline File 100KB PDF belgesi Uploaded 27/04/22, 10:49
  • EENG582 Term Project Evaluation File 242.1KB Excel tablosu Uploaded 1/04/22, 07:27
  • Term Project - Phse 1 Submission (2 pts) - 28 Mar 2022 Assignment
  • Term Project - Phse 2 Submission (2 pts) - 1 Apr 2022 Assignment
  • Term Project - Phase 3 Submission (3 pts) - 15 Apr. 2022 Assignment
  • Term Project - Phase 4 Submission (5 pts) - 5th-10th May 2022 Assignment
  • Term Project - Phase 5 (Final) Submission (8 pts) - 16th May 2022 Assignment
• White Paper Submission
  
  

  White Paper Submission

  • Term Project Definition and Timeline File 100KB PDF belgesi Uploaded 27/04/22, 10:50
  • White Papers - Phase 1 Submission - 8 Apr. 2022 Assignment
  • White Paper - Phase 2 (Final) Submission - 5 May 2022 Assignment
• What is Learning?
  
  

  What is Learning?

  • The Learning Process File 4.6MB PDF belgesi Uploaded 4/03/22, 08:17
• BIOLOGICAL AND ARTIFICIAL NEURAL NETWORKS
  
  

  BIOLOGICAL AND ARTIFICIAL NEURAL NETWORKS

  • Ch.1.1 - 1.2 Introduction - Artificial Neural Networks File 4.7MB PDF belgesi Uploaded 20/03/22, 15:44
  • Ch.1.3 - 1.6 - Neural Networks as Directed Graphs - NN Architecture File 870.2KB PDF belgesi Uploaded 20/03/22, 15:44
  • Ch.1.7-1.9 Introduction - Models of Neurons File 1.5MB PDF belgesi Uploaded 22/03/22, 12:09
  • QUIZ 1: On Basics of ANN and the Learning Process Assignment
• THE LEARNING PROCESS
  
  

  THE LEARNING PROCESS

  • Ch.2.1. - 2.7 - The Learning Processesd File 1.9MB PDF belgesi Uploaded 31/03/22, 22:46
  • Ch.2.8. - 2.10 - Learning with and without a Teacher File 2.6MB PDF belgesi Uploaded 15/05/22, 18:25
  • Ch.2.11. - 2.13 - Learning tasks - Adaptation File 1.3MB PDF belgesi Uploaded 15/05/22, 19:07
  • Ch.2.13. - 2.16 - SKIP SECTION - Statistical Learning File 898KB PDF belgesi Uploaded 31/03/22, 23:08
  • Ch.2a. Problems with Solutions File 797.5KB PDF belgesi Uploaded 31/03/22, 23:21
  • Ch.2b Tutorial Problems with Solutions File 1.4MB PDF belgesi Uploaded 20/03/22, 15:59
  • QUIZ 2: On the Learning Process, types of learning and the tasks involved in learning such as pattern recognition. Assignment
• Online Quiz 1 - On General Artificial Neural Networks Subjects
  
  

  Online Quiz 1 - On General Artificial Neural Networks Subjects

  • QUIZ 3: ONLINE QUIZ ON GENERAL ANN SUBJECTS - THIS QUIZ AIMS TO ENCOURAGE STUDENT TO BUILD A GENERAL CULTURE AND KNOWLEDGE OF ARTIFICIAL NEURAL NETWORKS.
  • QUIZ 4: Classification of objectes in a 2D space. Assignment
• OPTIMIZATION TECHNIQUES
  
  

  OPTIMIZATION TECHNIQUES

  • Ch.3.1-3.2 Convert a Solution into an Optimization Problem File 891.1KB PDF belgesi Uploaded 13/05/22, 07:29
  • Ch.3.3 Optimization Techniques File 1.7MB PDF belgesi Uploaded 25/02/22, 23:17
  • Ch.3a. Tutorial on Optimization - Problems with Solutions File 876.3KB PDF belgesi Uploaded 25/02/22, 23:18
  • QUIZ 5: On Optimization... Assignment
  • Homework 1 - Due to 23 May 2022, 11.55 PM Assignment
• SINGLE LAYER PERCEPTRON - ADAPTIVE FILTERING
  
  

  SINGLE LAYER PERCEPTRON - ADAPTIVE FILTERING

  • Ch.3.4-3.5 Linear Least Squares and Least Mean Square Algorithms File 859.1KB PDF belgesi Uploaded 25/02/22, 23:17
  • Ch.3.6-3.10 Learning Rate and Percepteron Convergence File 927.3KB PDF belgesi Uploaded 25/02/22, 23:17
• CONVOLUTIONAL NEURAL NETWORKS
  
  

  CONVOLUTIONAL NEURAL NETWORKS

  • Ch.4.17 - Convolutional Networks File 1010.5KB PDF belgesi Uploaded 19/04/22, 22:20
  • Ch.4a - Problems with Solutions File 823.6KB PDF belgesi Uploaded 19/04/22, 22:20
• ========== END OF SEMESTER ==========
  
  

  ========== END OF SEMESTER ==========
• ADDITIONAL READING
  
  

  ADDITIONAL READING

  • Ch.4.1 - 4.4 - Multilayer Perceptrons - Back Propagation File 1.8MB PDF belgesi Uploaded 25/02/22, 23:19
  • Ch.4.5 - 4.8 - Multilayer Perceptrons - XOR Problem File 1.6MB PDF belgesi Uploaded 25/02/22, 23:19
  • Ch.4.9 - 4.15 - Multilayer Perceptrons - Future Detection - Hessian File 1.5MB PDF belgesi Uploaded 25/02/22, 23:20
  • Ch.4.16 - Multilayer Perceptron - More on Back-Propagation Learning File 1.5MB PDF belgesi Uploaded 25/02/22, 23:20
  • Ch.4.17 - Convolutional Networks File 1010.5KB PDF belgesi Uploaded 25/02/22, 23:20
  • Ch.4.18 - Multilayer Perceptrons - Nonlinear Filtering File 891.6KB PDF belgesi Uploaded 25/02/22, 23:20
  • Ch.4.19 - Multilayer Perceptrons - Scales of Learning Problems File 1MB PDF belgesi Uploaded 25/02/22, 23:20
  • Preliminary Term Project Submission Assignment
  • Ch.4.18 - Multilayer Perceptrons - Nonlinear Filtering File 891.6KB PDF belgesi Uploaded 24/01/22, 23:42
  • Ch.4.19 - Multilayer Perceptrons - Scales of Learning Problems File 1MB PDF belgesi Uploaded 24/01/22, 23:38
  • QUIZ 5: On input / output of Multilayer Perceptron Assignment
  • Ch.4a - Problems with Solutions File 823.6KB PDF belgesi Uploaded 25/02/22, 23:20