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TensorFlow in Practice Specialization

https://www.coursera.org/specializations/tensorflow-in-practice?#courses

My extra ReadList

1. Introduction to TensorFlow for Artificial Intelligence, Machine Learning, and Deep Learning

Done:

• Simple machine learning recommendations with BigQuery

• How to do text similarity search and document clustering in BigQuery

• Basic classification: Classify images of clothing

• Improving Computer Vision Accuracy using Convolutions

• Kernel (image processing)

• Course 1 - Part 6 - Lesson 3 - Notebook.ipynb

• TF: an ML platform for solving impactful and challenging problems

• Course 1 - Part 8 - Lesson 2 - Notebook.ipynb

• Course 1 - Part 8 - Lesson 3 - Notebook.ipynb

• Course 1 - Part 8 - Lesson 4 - Notebook.ipynb

• Dogs vs. Cats dataset

• Course 2 - Part 2 - Lesson 2 - Notebook.ipynb

• Keras Preprocessing

• Image data preprocessing

• Course 2 - Part 4 - Lesson 2 - Notebook (Cats v Dogs Augmentation).ipynb

• Course 2 - Part 4 - Lesson 4 - Notebook.ipynb

• Course 2 - Part 6 - Lesson 3 - Notebook.ipynb

• Course 2 - Part 6 - Lesson 3 - Notebook.ipynb

• Transfer learning and fine-tuning

• Introducing Rock Paper Scissors – A multi class learning dataset

• Course 2 - Part 8 - Lesson 2 - Notebook (RockPaperScissors).ipynb

• Exercise 8 - Question.ipynb

• Course 3 - Week 1 - Lesson 1.ipynb

• Course 3 - Week 1 - Lesson 2.ipynb

• Sarcasm in News Headlines Dataset by Rishabh Misra

• Course 3 - Week 1 - Lesson 3.ipynb

• Large Movie Review Dataset

• Embedding projector - visualization of high-dimensional data

• Course 3 - Week 2 - Lesson 1.ipynb

• Course 3 - Week 2 - Lesson 2.ipynb

• Course 3 - Week 2 - Lesson 3.ipynb

• tensorflow/datasets

• TF Datasets docs

• Sign up for the TensorFlow newsletter

• Course 3 - Week 2 - Exercise - Answer.ipynb

• Course 3 - Week 2 - Exercise - Answer.ipynb

• How to convert PDFs to audiobooks with machine learning

• Course 3 - Week 3 - Lesson 1a.ipynb

• Course 3 - Week 3 - Lesson 1b.ipynb

• Course 3 - Week 3 - Lesson 1c.ipynb

• Course 3 - Week 3 - Lesson 2d.ipynb

• Course 3 - Week 3 - Lesson 2.ipynb

• Course 3 - Week 3 - Lesson 2c.ipynb

• Course 3 - Week 4 - Lesson 1 - Notebook.ipynb

• Course 3 - Week 4 - Lesson 2 - Notebook.ipynb

• Introduction to time series notebook

• Forecasting notebook

• Exercise 1 - Create and predict synthetic data

• Preparing features and labels notebook

• Single layer neural network notebook

• Deep neural network notebook

• Predict with a DNN

• More info on Huber loss

• RNN notebook

• LSTM notebook

• Exercise 3 - Mean Absolute Error

• Exercise 3 Answer - Mean Absolute Error

• Convolutional neural networks course

• More on batch sizing

• LSTM notebook

• Sunspots notebook with RNN

• Sunspots notebook with DNN

• Exercise 4 - Sunspots

• Exercise 4 Answer - Sunspots

Todo:

• Demonstrate overfitting
• Strategies to prevent overfitting
• Responsible AI Practices
• Neural networks
• Jake VanderPlas
• Valliappa Lakshmanan
• Coding TensorFlow
• TensorFlow in Google Colaboratory
• Colab: An easy way to learn and use TensorFlow
• First Steps with TensorFlow
• TensorFlow.js and custom classifiers
• AI For Everyone
• Image Filtering
• tf.keras.layers.Conv2D
• tf.keras.layers.MaxPool2D
• Convolutional Neural Networks (Course 4 of the Deep Learning Specialization)
• Understanding Categorical Cross-Entropy Loss, Binary Cross-Entropy Loss, Softmax Loss, Logistic Loss, Focal Loss and all those confusing names
• Binary Classification (C1W2L01)
• Machine Learning Crash Course
• Tiny Machine Learning (TinyML) by Laurence Moroney
• Transfer learning guide
• Check out Andrew's terrific video explaining dropouts here
• Whats the diff between "fit" and "fit_generator"?
• TF Tutorials
• Subwords text encoder
• Word embeddings
• Kaz Sato (work)
• TensorFlow2-for-absolute-beginners
• Deep RNNs
• Long Short Term Memory (LSTM)
• Text generation with an RNN
• The Unreasonable Effectiveness of Recurrent Neural Networks

Resources

• TensorFlow.org
• TensorFlow Tutorials
• TensorFlow Official Models
• TensorFlow Examples
• TensorFlow in Practice from Coursera
• TensorFlow: Data and Deployment from Coursera
• Getting Started with TensorFlow 2 from Coursera
• Intro to TensorFlow for Deep Learning from Udacity
• Introduction to TensorFlow Lite from Udacity
• Machine Learning with TensorFlow on GCP
• TensorFlow Chat Room on StackOverflow (not actively monitored by the TensorFlow team)
• TensorFlow Blog
• Learn ML with TensorFlow
• TensorFlow Twitter
• TensorFlow YouTube
• TensorFlow Roadmap
• TensorFlow White Papers
• TensorBoard Visualization Toolkit