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Machine Learning and Neural Networks

Different projects made for learning.

Description

Some projects will need some cleaning, README will be updated as well.

Single-Layered Neural Networks

Go to files: Single-Layered-ANN

LowLevel_SLNN.ipynp:

  • Low level Single-Layer Neural Network
  • Mathematical Symbols used in equations
  • Learning Model Notes
  • Iris Species Prediction:
  • Load & Process Dataset
  • Train & Predict Species
  • Accumulate Accuracies
  • Illustrate Species Distribution
  • Perceptron Training Model:
    • Fit-Method
    • Convergence
    • Convenience Function Alt text
  • Adaline (ADAptive LInear NEuron):
    • Gradient Descent
    • Cost Function
    • Feature Scaling
    • Large-Scale Machine-Learning
    • Stochastic Gradient Descent Alt text

Authors

Byte Sensei

Version History

  • 0.1:
    • Initial build
  • 0.1.1:
    • Professionalize Project

Licence

This project is licenced under the Mozilla Public License 2.0 - see the LICENCE for details