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  • Hello, and welcome to 'Deep Learning with TensorFlow'.

  • Throughout the five modules of this course, we're going to show you how you can use Google's

  • open source TensorFlow library for your deep learning applications.

  • In module 1, after introducing you to the TensorFlow library and walking you through

  • a 'hello, world' example, we'll go over a few basic machine learning algorithms.

  • This will include linear regression, nonlinear regression, and logistic regression.

  • In addition, we'll cover the different activation functions provided by the library.

  • In module 2, we'll introduce you to the convolutional neural network, a powerful model that's capable

  • of object recognition.

  • Like the brain, it works by passing the inputs through a sequence of increasingly complex

  • layers.

  • We'll explain the convolution operation in detail, and then we'll show you how to build

  • a convolutional net with TensorFlow, in order to recognize handwritten digits.

  • In module 3, we'll provide an overview of sequential data and recurrent neural networks,

  • as well as the long short-term memory model.

  • We'll also go over recursive neural tensor networks and a few natural language processing

  • applications.

  • In module 4, we'll introduce you to unsupervised learning.

  • Our main focus will be on the restricted Boltzmann machine, which detects patterns by reconstructing

  • its input.

  • After creating and training a Restricted Boltzmann machine in TensorFlow, we'll show you how

  • to build a movie recommendation system.

  • Module 5 will explain the concept of an autoencoder, an unsupervised learning model for detecting

  • patterns.

  • The module includes a TensorFlow implementation of an autoencoder, as well as an implementation

  • of a Deep Belief Network.

  • There's a lot to go over, but after completing this course, you'll be well on your way to

  • using TensorFlow in your own applications.

  • Thanks for watching, and we hope you'll enjoy 'Deep Learning with TensorFlow'!

Hello, and welcome to 'Deep Learning with TensorFlow'.

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B1 中級

TensorFlowによるディープラーニング - ようこそ (Deep Learning with TensorFlow - Welcome)

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    scu.louis に公開 2021 年 01 月 14 日
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