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ML Examples

This reposetory contains various machine learning examples. Most if not all projects in this reposetory have been created with the intent of learning new machine learning concepts and libraries.

Computer Vision (CV)

Cat_Dog_Classifier

Tensorflow CNN for classifying dog and cat photos. Model has been trained using the microsoft data set at the following adress: https://www.microsoft.com/en-us/download/confirmation.aspx?id=54765

Resources

  • Tensorflow
  • Keras
  • Pandas
  • OpenCV
  • Pickle

Natural Language Processing (NLP)

CBOW

FNN used to create word embeddings using the CBOW method. The following model based off of the paper https://arxiv.org/pdf/1301.3781.pdf.

Resources

  • Tensorflow
  • Keras
  • Pandas
  • Numpy

Skip Gram

FNN used to create word embeddings using the Skip Gram method. The following model based off of the paper https://arxiv.org/pdf/1301.3781.pdf.

Resources

  • Tensorflow
  • Keras
  • Pandas
  • Numpy