├── .gitignore ├── 1. Introduction to TensorFlow for Artificial Intelligence, Machine Learning, and Deep Learning ├── Certificate.pdf ├── Week 1 │ ├── Programming assignment │ │ └── Excercise1.ipynb │ ├── Quiz.md │ └── Resources │ │ ├── Course 1 - Part 2 - Lesson 2 - Notebook.ipynb │ │ ├── Hello_World_Layers.ipynb │ │ └── resources.md ├── Week 2 │ ├── Programming assignment │ │ └── Excercise2.ipynb │ ├── Quiz.md │ └── Resources │ │ ├── Beyond Hello World, A Computer Vision Example.ipynb │ │ ├── Exercise2-Answer.ipynb │ │ ├── Exploring Callbacks.ipynb │ │ └── resources.md ├── Week 3 │ ├── Programming assignment │ │ └── Excercise3.ipynb │ ├── Quiz.md │ └── Resources │ │ ├── Adding Convolutions to Fashion MNIST.ipynb │ │ ├── Improving Computer Vision Accuracy using Convolutions.ipynb │ │ └── resources.md └── Week 4 │ ├── Programming assignment │ └── Excercise4.ipynb │ ├── Quiz.md │ └── Resources │ ├── Horses or Humans Convnet.ipynb │ ├── Horses or Humans with Compacting of Images.ipynb │ ├── Horses or Humans with Validation.ipynb │ └── resources.md ├── 2. Convolutional Neural Networks in TensorFlow ├── Certificate.pdf ├── Week 1 │ ├── Programming assignment │ │ └── Excercise_1_Cats_vs_Dogs.ipynb │ ├── Quiz.md │ └── Resources │ │ └── resources.md ├── Week 2 │ ├── Programming assignment │ │ └── Excercise_2_Cats_vs_Dogs_image_augmentation.ipynb │ ├── Quiz.md │ └── Resources │ │ └── resources.md ├── Week 3 │ ├── Programming assignment │ │ └── Excercise_3_Horse_vs_human_transfer_learning.ipynb │ ├── Quiz.md │ └── Resources │ │ └── resources.md └── Week 4 │ ├── Programming assignment │ └── Excercise_4_multi_class_classifier.ipynb │ ├── Quiz.md │ └── Resources │ └── resources.md ├── 3. Natural Language Processing in TensorFlow ├── Week 1 │ ├── Programming assignment │ │ └── Course_3_Week_1_Exercise_question.ipynb │ ├── Quiz.md │ └── Resources │ │ └── resources.md ├── Week 2 │ ├── Programming assignment │ │ ├── Course_3_Week_2_Exercise_Answer.ipynb │ │ ├── meta.tsv │ │ └── vecs.tsv │ ├── Quiz.md │ └── Resources │ │ └── resources.md ├── Week 3 │ ├── Programming assignment │ │ └── NLP_Course_Week_3_Exercise_Question.ipynb │ ├── Quiz.md │ └── Resources │ │ └── resources.md ├── Week 4 │ ├── Programming assignment │ │ └── NLP_Week4_Exercise_Shakespeare_Question.ipynb │ ├── Quiz.md │ └── Resources │ │ └── resources.md └── certificate.pdf ├── 4. Sequences, Time Series and Prediction ├── Certificate.pdf ├── Week 1 │ ├── Programming assignment │ │ └── Week_1_Exercise_Question.ipynb │ ├── Quiz.md │ └── Resources │ │ └── resources.md ├── Week 2 │ ├── Programming assignment │ │ └── S+P_Week_2_Exercise_Question.ipynb │ ├── Quiz.md │ └── Resources │ │ └── resources.md ├── Week 3 │ ├── Programming assignment │ │ └── S+P_Week_3_Exercise_Question.ipynb │ ├── Quiz.md │ └── Resources │ │ └── resources.md └── Week 4 │ ├── Programming assignment │ └── S+P_Week_4_Exercise_Question.ipynb │ ├── Quiz.md │ └── Resources │ └── resources.md ├── Certificate.jpg └── README.md /.gitignore: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/gmortuza/tensorflow_specialization/HEAD/.gitignore -------------------------------------------------------------------------------- /1. 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