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Advanced-AI-Coursework

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An implementation of neural networks for a coursework.

Multi Layer Perceptron Network

Network Design

![Network Diagram](./imgs/Network Diagram 1 - 1 Hidden Layer, fully interconnected.png?raw=true)

Steps

  • 1. Gather Data
    • data-processing/csvParser + data-processing/extract
  • 2. Select Predictand(s)
  • 3. Data Preprocessing (Stage 1)
    • 3.1. Cleansing
      • data-processing/cleanse
    • 3.2. Identify significant predictors/predictands
  • 4. ANN Selection
    • 4.1. Network Type
    • 4.2. Training Algorithm
      • Backpropagation
  • 5. Data Preprocessing (Stage 2)
    • 5.1. Standardisation
      • data-processing/standardise
    • 5.2. Data Sets
      • data-processing/divide
  • 6. Network Training
    • 6.1. Architecture
    • 6.2. Training
  • 7. Evaluation

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A implementation of neural networks for a coursework.

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