/tensorflow-in-practice

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DeepLearning.AI TensorFlow Developer

Welcome to the public repo for this course.

Below is the list of assignments and ungraded labs course-wise.

Want to contribute?

If you find a bug or typo please raise an issue :)

C1 - Introduction to TensorFlow for Artificial Intelligence, Machine Learning, and Deep Learning

Week 1

Assignment

  • Housing Prices (C1W1_Assignment.ipynb)

Ungraded Labs

  1. Hello World Neural Network (C1_W1_Lab_1_hello_world_nn.ipynb)

Week 2

Assignment

  • Handwriting Recognition (C1W2_Assignment.ipynb)

Ungraded Labs

  1. Beyond Hello World, A Computer Vision Example (C1_W2_Lab_1_beyond_hello_world.ipynb)
  2. Callbacks (C1_W2_Lab_2_callbacks.ipynb)

Week 3

Assignment

  • Improve MNIST with Convolutions (C1W3_Assignment.ipynb)

Ungraded Labs

  1. Improving Accuracy with Convolutions (C1_W3_Lab_1_improving_accuracy_using_convolutions.ipynb)
  2. Exploring Convolutions (C1_W3_Lab_2_exploring_convolutions.ipynb)

Week 4

Assignment

  • Handling Complex Images (C1W4_Assignment.ipynb)

Ungraded Labs

  1. Image Generator (C1_W4_Lab_1_image_generator_no_validation.ipynb)
  2. Image Generator with Validation (C1_W4_Lab_2_image_generator_with_validation.ipynb)
  3. Compacted Images (C1_W4_Lab_3_compacted_images.ipynb)

C2 - Convolutional Neural Networks in TensorFlow

Week 1

Assignment

  • Cats vs. Dogs (C2W1_Assignment.ipynb)

Ungraded Labs

  1. Using more sophisticated images with Convolutional Neural Networks (C2_W1_Lab_1_cats_vs_dogs.ipynb)

Week 2

Assignment

  • Cats vs. Dogs using Augmentation (C2W2_Assignment.ipynb)

Ungraded Labs

  1. Cats vs. Dogs with Augmentation (C2_W2_Lab_1_cats_v_dogs_augmentation.ipynb)
  2. Horses vs. Humans with Augmentation (C2_W2_Lab_2_horses_v_humans_augmentation.ipynb)

Week 3

Assignment

  • Horses vs. Humans using Transfer Learning (C2W3_Assignment.ipynb)

Ungraded Labs

  1. Exploring Transfer Learning (C2_W3_Lab_1_transfer_learning.ipynb)

Week 4

Assignment

  • Multi-class Classifier (C2W4_Assignment.ipynb)

Ungraded Labs

  1. Classifying Rock, Paper, and Scissors (C2_W4_Lab_1_multi_class_classifier.ipynb)

C3 - Natural Language Processing in TensorFlow

Week 1

Assignment

  • Explore the BBC News Archive (C3W1_Assignment.ipynb)

Ungraded Labs

  1. Simple Tokenizing (C3_W1_Lab_1_tokenize_basic.ipynb)
  2. Simple Sequences (C3_W1_Lab_2_sequences_basic.ipynb)
  3. Sarcasm (C3_W1_Lab_3_sarcasm.ipynb)

Week 2

Assignment

  • Categorizing the BBC News Archive (C3W2_Assignment.ipynb)

Ungraded Labs

  1. Positive or Negative IMDB Reviews (C3_W2_Lab_1_imdb.ipynb)
  2. Sarcasm Classifier (C3_W2_Lab_2_sarcasm_classifier.ipynb)
  3. IMDB Review Subwords (C3_W2_Lab_3_imdb_subwords.ipynb)

Week 3

Assignment

  • Exploring Overfitting in NLP (C3W3_Assignment.ipynb)

Ungraded Labs

  1. IMDB Subwords 8K with Single Layer LSTM (C3_W3_Lab_1_single_layer_LSTM.ipynb)
  2. IMDB Subwords 8K with Multi Layer LSTM (C3_W3_Lab_2_multiple_layer_LSTM.ipynb)
  3. IMDB Subwords 8K with 1D Convolutional Layer (C3_W3_Lab_3_Conv1D.ipynb)
  4. IMDB Reviews with GRU (and optional LSTM and Conv1D) (C3_W3_Lab_4_imdb_reviews_with_GRU_LSTM_Conv1D.ipynb)
  5. Sarcasm with Bidirectional LSTM (C3_W3_Lab_5_sarcasm_with_bi_LSTM.ipynb)
  6. Sarcasm with 1D Convolutional Layer (C3_W3_Lab_6_sarcasm_with_1D_convolutional.ipynb)

Week 4

Assignment

  • Writing Shakespeare with LSTMs (C3W4_Assignment.ipynb)

Ungraded Labs

  1. NLP with Irish Music (C3_W4_Lab_1.ipynb)
  2. Generating Poetry from Irish Lyrics (C3_W4_Lab_2_irish_lyrics.ipynb)

C4 - Sequences, Time Series and Prediction

Week 1

Assignment

  • Create and Predict Synthetic Data (C4W1_Assignment.ipynb)

Ungraded Labs

  1. Time Series (C4_W1_Lab_1_time_series.ipynb)
  2. Forecasting (C4_W1_Lab_2_forecasting.ipynb)

Week 2

Assignment

  • Predict with a DNN (C4W2_Assignment.ipynb)

Ungraded Labs

  1. Preparing Features and Labels (C4_W2_Lab_1_features_and_labels.ipynb)
  2. Single Layer Neural Network (C4_W2_Lab_2_single_layer_NN.ipynb)
  3. Deep Neural Network (C4_W2_Lab_3_deep_NN.ipynb)

Week 3

Assignment

  • Using RNN's and LSTM's for time series (C4W3_Assignment.ipynb)

Ungraded Labs

  1. Recurrent Neural Network (RNN) (C4_W3_Lab_1_RNN.ipynb)
  2. Long Short-Term Memory (LSTM) (C4_W3_Lab_2_LSTM.ipynb)

Week 4

Assignment

  • Daily Minimum Temperatures in Melbourne - Real Life Data (C4W4_Assignment.ipynb)

Ungraded Labs

  1. Long Short-Term Memory (LSTM) (C4_W4_Lab_1_LSTM.ipynb)
  2. Sunspots (C4_W4_Lab_2_Sunspots.ipynb)
  3. Sunspots - DNN Only (C4_W4_Lab_3_DNN_only.ipynb)