Intro to Deep Learning with TensorFlow
Offered By: Codecademy
Course Description
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
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
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