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Programming assignments collection from Coursera Specialization on Deep Learning.

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DL-Specialization

Programming assignments collection from Coursera Specialization on Deep Learning.

  • [Course1] Neural Networks and Deep Learning
    1. [Part1] Open In Colab Python basics with Numpy ✔️
    2. [Part2] Open In Colab Logistic Regression with a Neural_Network mindset ✔️
    3. [Part3] Open In Colab Planar data classification with one hidden layer ✔️
    4. [Part4] Open In Colab Building your Deep Neural Network step by step ✔️
    5. [Part5] Open In Colab Deep Neural Network Application ✔️
  • [Course2] Improving Deep Neural Networks: Hyperparameter Tuning, Regularization and Optimization
    1. [Part1] Open In Colab Initialization ✔️
    2. [Part2] Open In Colab Regularization ✔️
    3. [Part3] Open In Colab Gradient Checking ✔️
    4. [Part4] Open In Colab Optimization Methods ✔️
    5. [Part5] Open In Colab TensorFlow Introduction ✔️ ❗BROKEN NOTEBOOK
  • [Course4] Convolutional Neural Networks
    1. [Part1] Open In Colab Convolution model step by step ✔️
    2. [Part2] Open In Colab Convolution model Application ✔️
    3. [Part3] Open In Colab Keras Tutorial ✔️
    4. [Part4] Open In Colab Residual Networks ✔️ ❗BROKEN NOTEBOOK
    5. [Part5] Open In Colab Transfer learning with MobileNet ✔️
    6. [Part6] Open In Colab Autonomous driving application car detection ✔️ ❗BROKEN NOTEBOOK
    7. [Part7] Open In Colab Face Recognition ✔️
    8. [Part8] Open In Colab Art Generation with Neural Style Transfer ✔️
  • [Course5] Sequence Models
    1. [Part1] Open In Colab Building a Recurrent Neural Network step by step ✔️
    2. [Part2] Open In Colab Dinosaurus Island Character level language model :godmode:
    3. [Part3] Open In Colab Improvise a Jazz Solo with an LSTM Network
    4. [Part4] Open In Colab Operations on word vectors
    5. [Part5] Open In Colab Emojify
    6. [Part6] Open In Colab Neural machine translation with attention
    7. [Part7] Open In Colab Trigger word detection
    8. [Part8] Open In Colab (EXTRA) Transformer Network
    9. [Part9] Open In Colab (EXTRA) Embedding plus Positional Encoding
    10. [Part10] Open In Colab (EXTRA) Transformer application Named Entity Recognition
    11. [Part11] Open In Colab (EXTRA) QA Dataset

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Programming assignments collection from Coursera Specialization on Deep Learning.

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