Assignment 100AI Digit Recognition: Data Preprocessing and Network Testing

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Description

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Objectives & Intended Learning Outcomes

The objective of this assignment is to familiarise you with Standard Template Library (STL).

After this assignment you should be able to:

  1. Choose and use proper STL containes to store data efficiently, and do manipulation in the stored data.
  2. Use STL iterators to iterate through the elements of a container.
  1. Use various STL algorithms to manipulate STL containers.
  1. Develop and use function objects to further leverage STL library.

End of Objectives & Intended Learning Outcomes

MNIST digit dataset0

Source:0https://ejleep1.tistory.com/932

Introduction

The goal of this assignment is to do data preprocessing and network testing for digit recognition. Digit recognition is the process to provide the ability to machines to recognize digits (human handwritten digits here).0To achieve this, we leverage a simple neural network

9:54 PM COMP 2012H Assignment 10: AI Digit Recognition: Data Preprocessing and Network Testing

9:54 PM COMP 2012H Assignment 10: AI Digit Recognition: Data Preprocessing and Network Testing

TRAIN_LABEL or

9:54 PM COMP 2012H Assignment 10: AI Digit Recognition: Data Preprocessing and Network Testing

9:54 PM COMP 2012H Assignment 10: AI Digit Recognition: Data Preprocessing and Network Testing

9:54 PM COMP 2012H Assignment 10: AI Digit Recognition: Data Preprocessing and Network Testing

9:54 PM COMP 2012H Assignment 10: AI Digit Recognition: Data Preprocessing and Network Testing

9:54 PM COMP 2012H Assignment 10: AI Digit Recognition: Data Preprocessing and Network Testing

dir = LEFT, p = 7, we have

9:54 PM COMP 2012H Assignment 10: AI Digit Recognition: Data Preprocessing and Network Testing

9:54 PM COMP 2012H Assignment 10: AI Digit Recognition: Data Preprocessing and Network Testing

9:54 PM COMP 2012H Assignment 10: AI Digit Recognition: Data Preprocessing and Network Testing

new_cols

new_rows

9:54 PM COMP 2012H Assignment 10: AI Digit Recognition: Data Preprocessing and Network Testing

9:54 PM COMP 2012H Assignment 10: AI Digit Recognition: Data Preprocessing and Network Testing

9:54 PM COMP 2012H Assignment 10: AI Digit Recognition: Data Preprocessing and Network Testing

9:54 PM COMP 2012H Assignment 10: AI Digit Recognition: Data Preprocessing and Network Testing

9:54 PM COMP 2012H Assignment 10: AI Digit Recognition: Data Preprocessing and Network Testing

9:54 PM COMP 2012H Assignment 10: AI Digit Recognition: Data Preprocessing and Network Testing

9:54 PM COMP 2012H Assignment 10: AI Digit Recognition: Data Preprocessing and Network Testing

9:54 PM COMP 2012H Assignment 10: AI Digit Recognition: Data Preprocessing and Network Testing

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