README.md

DeepLearning.AI TensorFlow Developer

Welcome to the public repository for the DeepLearning.AI TensorFlow Developer course. This repository contains all the assignments and ungraded labs, organized course-wise.

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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. Preprocessing Images to Train a Neural Network C1_W4_Lab_1_image_data_preprocessing_no_validation.ipynb
  2. Image Data Preprocessing with a Validation Set C1_W4_Lab_2_image_data_preprocessing_with_validation.ipynb
  3. Compacted Images C1_W4_Lab_3_compacted_images.ipynb

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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

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C3 - Natural Language Processing in TensorFlow

Week 1

• Assignment
  • 📝 Explore the BBC News Archive C3W1_Assignment.ipynb
• Ungraded Labs
  1. Building a Vocabulary C3_W1_Lab_1_building_a_vocabulary.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 with Single Layer LSTM C3_W3_Lab_1_single_layer_LSTM.ipynb
  2. IMDB Subwords with Multi Layer LSTM C3_W3_Lab_2_multiple_layer_LSTM.ipynb
  3. IMDB Subwords 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

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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

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Happy coding! 🚀