tensorflow-data-and-deployment-specialization

Below is the list of assignments and ungraded labs course-wise. I have also included the links to the solutions of the assignments. In the case of html files, the links are to the github page that will execute the code. In the case of jupyter notebooks, the links are to an nbviewer page that will render it in html. You can also execute the jupyter notebooks in colab or binder on the nbviewer page.

browser-based-models-with-tensorflow.js

Week 1

Assignment

• Breast Cancer Classification

Ungraded Labs

1. FirstHTML
2. Iris Classifier

Week 2

Assignment

• Fashion MNIST

Ungraded Lab

1. MNIST

Week 3

Assignment

• Converting a Python Model to JavaScript

Ungraded Lab

1. Toxicity Classifier
2. Image Classification Using MobileNet
3. Linear Model 1
4. Linear Model 2

Week 4

Assignment

• Rock Paper Scissors

Ungraded Lab

1. Rock Paper Scissors

device-based-models-with-tensorflow-lite

Week 1

Assignment

• Train Your Own Model and Convert It to TFLite

Ungraded Labs

1. Running TFLite Models

2. Transfer Learning with TensorFlow Hub for TFLite

Week 2 (Android)

Assignment (Optional)

• Rock, Paper & Scissors with TensorFlow Hub - TFLite

Ungraded Labs

• Cats vs Dogs
• Image Classification
• Object Detection

Week 3 (iOS)

Assignment (Optional)

• Rock, Paper & Scissors with TensorFlow Hub - TFLite

Ungraded Labs

• Cats vs Dogs
• Image Classification
• Object Detection

Week 4 (Raspberry Pi)

Assignment (Optional)

• Rock, Paper & Scissors with TensorFlow Hub - TFLite

Ungraded Labs

• Image Classification
• Object Detection
• Transfer Learning
• Hyperparameter Tuning

data-pipelines-with-tensorflow-data-services

Week 1

Assignment

• TFDS with Rock, Paper and Scissors (C3_W1_Assignment.ipynb)

Ungraded Labs

1. TFDS Hellow World (C3_W1_Lab_1_tfds_hello_world.ipynb)
2. Horses or Humans (C3_W1_Lab_2_horses_or_humans.ipynb)

Week 2

Assignment

• Transfer Learning and Splits API (C3_W2_Assignment.ipynb)

Ungraded Labs

1. Exploring the Splits API (C3_W2_Lab_1_splits_api.ipynb)
2. TFRecords (C3_W2_Lab_2_tfrecords.ipynb)

Week 3

Assignment

• Classify Structured Data (C3_W3_Assignment.ipynb)

Ungraded Lab

1. Classify structured data with feature columns (C3_W3_Lab_1_feature_columns.ipynb)
2. tf.data: Build TensorFlow input pipelines (C3_W3_Lab_2_data.ipynb)
3. Load CSV data (C3_W3_Lab_3_csv.ipynb)

Week 4

Assignments

1. Parallelization with TFDS (C3_W4_A1_Assignment.ipynb)
2. Adding a Dataset of your Own to TFDS (C3_W4_A2_Assignment_Optional.ipynb and C3_W4_A2_Assignment_Optional_Solution.ipynb)

advanced-deployment-scenarios-with-tensorflow

Week 1

Assignment

• Train Your Own Model and Serve It With TensorFlow Serving (C4_W1_Assignment.ipynb and C4_W1_Assignment_Solution.ipynb )

Ungraded Labs

1. Getting Started with TensorFlow Serving (C4_W1_Lab_1_tfserving_hello_world.ipynb)
2. Train and serve a TensorFlow model with TensorFlow Serving (C4_W1_Lab_2_Train_and_serve_a_TensorFlow_model_with_TensorFlow_Serving.ipynb)

Week 2

Assignment

• Exporting an MNIST Classifier in SavedModel Format (C4_W2_Assignment.ipynb)

Ungraded Labs

1. Getting Started with TensorFlow Hub (C4_W2_Lab_1_tfhub_basic_examples.ipynb)
2. Text Classification (C4_W2_Lab_2_text_classification.ipynb)
3. Transfer Learning with TensorFlow Hub (C4_W2_Lab_3_transfer_learning.ipynb)

Week 3

Assignment

• TensorBoard with Fashion MNIST (C4_W3_Assignment.ipynb)

Ungraded Labs

• Displaying image data in TensorBoard (C4_W3_Lab_1_image_summaries.ipynb)

Week 4

Ungraded Labs

• Custom Federated Algorithms, Part 1: Introduction to the Federated Core (C4_W4_Lab_1_custom_federated_algorithms.ipynb)