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Codecademy

Intro to Deep Learning with TensorFlow

via Codecademy

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Overview

Build basic deep learning models in TensorFlow.
Ready to start your journey into Deep Learning with TensorFlow? In this course, you will learn how to create, train, and test a neural network in TensorFlow and Keras.


* Understand the math of deep learning

* Build neural networks in TensorFlow

* Create predictive regression models

* Tune hyperparameters

Syllabus

  • Introduction to Deep Learning: Before creating your own deep learning models, let's dig deep into the fundamentals.
    • Article: What Is Deep Learning?
    • Article: What are Neural Networks?
    • Lesson: Deep Learning Math
    • Article: Dangers of the Black Box
    • ExternalResource: Weapons of Math Destruction: How Big Data Increases Inequality and Threatens Democracy
    • ExternalResource: Algorithms of Oppression: How Search Engines Reinforce Racism
  • Introduction to TensorFlow: Build a neural network in TensorFlow.
    • Lesson: Implementing Neural Networks
    • Lesson: Hyperparameter Tuning
    • Quiz: Implementing Neural Networks
    • Article: How to set up a deep learning environment
    • Project: Implementing Neural Networks
    • Informational: Next Steps

Taught by

Kenny Lin

Reviews

4.7 rating at Codecademy based on 58 ratings

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