TalCordova / TensorFlow_Course

TensorFlow developer course by Zero-To-Mastery notebooks

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TensorFlow Developer Course

TensorFlow developer course by Zero to Mastery. Most of the notebooks in this directory were created in google colab, in some cases I finished them on PyCharm

Subjects covered so far:

  • Fundumentals of progrmming with TensorFlow in notebook 00.
  • Introduction to regression with TensorFlow in notebook 01.
  • Binary and multi-class classification in TensorFlow in notebook 02.
  • Convolutional Neural Networks and Computer Vision problems in notebook 03.
    • Note: This notebook was finished with PyCharm.
  • Transfer Learning - feature extractrion with transfer learning in notbook 04
  • Transfer Learning - Fine tuning a model in notebook 05
  • Transfer Learning - Creating a model to beat the original Food101 Paper in notebook 06 πŸ”πŸ‘
  • Transfer Learning - Creating a model, using fine tuning and mixed precision to beat DeepFood paper in notebbok 07
    • Note: The notebook was completed using PyCharm
  • Intoduction to NLP - Creating a classification model for disaster\no disaster tweets with Tensorflow in notebook 08
  • Creating SkimLit - and NLP model for abstract skimming: the model takes wach line and classifiy it to the right section in PubMed abstract, based on PubMed 200k RCT in notebook 09 πŸ“„πŸ”₯
  • Forecast the price of BitCoin using time series modelling with TensorFlow in notebook 10 πŸ’°πŸ“ˆ

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TensorFlow developer course by Zero-To-Mastery notebooks


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