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
• Adaline (ADAptive LInear NEuron):
  • Gradient Descent
  • Cost Function
  • Feature Scaling
  • Large-Scale Machine-Learning
  • Stochastic Gradient Descent

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