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This repository contains my solutions for the Coursera course TensorFlow: Advanced Techniques Specialization. Expand your knowledge of the Functional API and build exotic non-sequential model types. L...

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Tensorflow : Advanced Techniques Solutions

This repository contains my solutions for the Coursera course TensorFlow: Advanced Techniques Specialization.

Incase any of the notebooks are not visible on GitHub, open in Colab:

Open In Colab

Course 1: Custom Models, Layers, and Loss Functions with TensorFlow

  • Week 1: Multiple Outputs Model using Keras Functional API.
  • Week 2: Creating Custom Loss Functions.
  • Week 3: Implement a Quadratic Layer.
  • Week 4: Create a VGG Network.
  • Week 5: Custom Callbacks.

Course 2: Custom and Distributed Training with TensorFlow

  • Week 1: Basic Tensor Operations.
  • Week 2: Breast Cancer Prediction.
  • Week 3: Horse or Human?
  • Week 4: Distributed Training.

Course 3: Advanced Computer Vision with TensorFlow

  • Week 1: Bird Boxes.
    Notebook Submission
  • Week 2: Zombie Detector.
    Notebook Submission
  • Week 3: Image Segmentation of Handwritten Digits.
    Notebook Submission
  • Week 4: Dogs vs Cats Saliency Maps.
    Notebook Submission

Course 4: Generative Deep Learning with TensorFlow

  • Week 1: Style Transfer Dog.
    Notebook Submission
  • Week 2: AutoEncoder Model Loss and Accuracy.
    Notebook Submission
  • Week 3: Anime Faces.
    Notebook Submission
  • Week 4: Generated Hands.
    Notebook Submission