Introduction to Computer Vision with TensorFlow

Category: Tutorial


Posted on 2017-05-12, by everest555.

Description


Introduction to Computer Vision with TensorFlow
MP4 | Video: AVC 1280x720 | Audio: AAC 44KHz 2ch | Duration: 30M | 498 MB
Genre: eLearning | Language: English
This course provides an introduction to using deep learning models to solve computer vision tasks in TensorFlow and is focused on the work horse of deep learning image models: the convolutional neural network
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Expert Lucas Adams teaches you how to get these models up and running fast, especially in domains with limited computing resources or training data, and shows you how to modify the architecture of a neural network to make the model specialized to different tasks. Learners should be familiar with basic deep learning concepts like the multilayer perceptron, linear algebra, Jupyter notebooks, and the basics of building and running TensorFlow programs.

Understand why the convolutional neural network works so well for vision tasks
Explore how each component of the architecture contributes to prediction
Learn to run models using weights pre-trained on large datasets using many processing hours
Discover how to modify pre-trained networks for completely different tasks
Tune pre-trained models to a dataset while using knowledge stored from an initial training run

















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