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This is the repository containing scripts and materials from the course TensorFlow Developer Certificate in 2023: Zero to Mastery on Udemy.

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TensorFlow Developer Course

This is the repository containing the Python scripts and class materials for the course TensorFlow Developer Certificate in 2023: Zero to Mastery on Udemy.

Contents

Each folder contains .ipynb and .py files. If there are any images or data associated with the code, they will be in the folder with their respective scripts.

Course Objectives:

The objective of this online course is to cover the primary principles of TensorFlow and Keras. At the end of the course, additional information on packages Pandas and NumPy will be provided. The topics covered include:

  1. Deep Learning & TensowFlow Fundamentals
  2. Neural Network Regression With TensorFlow
  3. Neural Network Regression With TensorFlow
  4. Computer Vision & Convolutional Neural Networks in TensorFlow
  5. Transfer Learning in TensorFlow Part 1: Feature Extraction
  6. Transfer Learning in TensorFlow Part 2: Fine Tuning
  7. Transfer Learning in TensorFlow Part 3: Scaling Up
  8. Milestone Project 1: Food Vision Big
  9. NLP Fundamentals in TensorFlow
  10. Milestone Project 2: SkimLit
  11. Time Series Fundamentals in TensorFlow & Milestone Project 3: BitPredict
  12. Passing the TensorFlow Developer Certificate Exam
  13. Where To Go From Here?
  14. Appendix: Machine Learning Primer
  15. Appendix: Machine Learning & Data Science Framework
  16. Appendix: Pandas for Data Analysis
  17. Appendix: NumPy

The Team

This course was created by Andrei Neagoie, Daniel Bourke, and Zero To Mastery.