You might compare and contrast two poems by the same author to show how the poet uses diverse methods to get her points across. Or, you might compare and contrast poems by different authors. Focus on the Themes Show how two poems have similar or different themes such as romantic love, death or courage.
TensorFlow is an open source library for numerical computation, specializing in machine learning applications. What you will build In this codelab, you will learn how to run TensorFlow on a single machine, and will train a simple classifier to classify images of flowers.
We will then retrain it on a similar problem. Deep learning from scratch can take days, but transfer learning can be done in short order. These models can differentiate between 1, different classes, like Dalmatian or dishwasher.
You will have a choice of model architectures, so you can determine the right tradeoff between speed, size and accuracy for your problem.
We will use this same model, but retrain it to tell apart a small number of classes based on our own examples.
What you'll Learn How to use Python and TensorFlow to train an image classifier How to classify images with your trained classifier What you need A basic understanding of Linux commands Install TensorFlow Before we can begin the tutorial you need to install TensorFlow version 1.
This codelab was tested on TensorFlow 1. Clone the repository and cd into it. This is where we will be working. We've created an archive of creative-commons licensed flower photos to use initially. Download the photos MB by invoking the following two commands: Confirm the contents of your working directory by issuing the following command: MobileNet is a a small efficient convolutional neural network.
The MobileNet is configurable in two ways: Unsurprisingly, feeding in a higher resolution image takes more processing time, but results in better classification accuracy.
The relative size of the model as a fraction of the largest MobileNet: We will use 0. With the recommended settings, it typically takes only a couple of minutes to retrain on a laptop. You will pass the settings inside Linux shell variables. Set those variables in your shell: For each of the 4 model sizes circle area in the figure there is one point for each image resolution setting.
The px image size models are represented by the lower-left point in each set, while the px models are in the upper right. Other notable architectures are also included for reference. An extended version of this figure is available in slides here.
Start TensorBoard Before starting the training, launch tensorboard in the background. TensorBoard is a monitoring and inspection tool included with tensorflow.
You will use it to monitor the training progress.
TensorBoard attempted to bind to portbut it was already in use You can kill all existing TensorBoard instances with: So for simplicity I've included it in the codelab repository. You can run the script using the python command.
Take a minute to skim its "help". We're only training the final layer of that network, so training will end in a reasonable amount of time.
This script downloads the pre-trained model, adds a new final layer, and trains that layer on the flower photos you've downloaded. If you are using Docker and the above command fails reporting: EOF You have likely encountered this bug.
ImageNet does not include any of these flower species we're training on here. However, the kinds of information that make it possible for ImageNet to differentiate among 1, classes are also useful for distinguishing other objects.With the exception of Nebraska, all American state legislatures are bicameral, meaning there is one legislative body separated into two schwenkreis.comka eliminated its lower house with a referendum during the elections.
Also, some systems, such as New York's, have two legislative bodies while never technically referring to them in the state constitution as a single body. Writing a comparison between two poems needn't be overly difficult if you break it down into segments beforehand.
Technically speaking, to compare two poems means to find the similarities between them, but it could also mean to discuss in detail any insightful similarity or difference.
–1– Poetic Devices Poetry is the kind of thing poets write. — Robert Frost Man, if you gotta ask, you’ll never know.
— Louis Armstrong A POET IS LIMITED in the materials he can use in creating his works: all he has are words to express his ideas and feelings. Comparison Poems | Examples of Comparison Poetry. Comparison Poems. Below are examples of poems about comparison. This list of poetry about comparison is made of PoetrySoup member poems.
Read short, long, best, famous, and modern examples of comparison poetry. This list of works about comparison is a great resource for examples of comparison poems and show how to write poems .
When T. S.
Eliot died, wrote Robert Giroux, "the world became a lesser place." Certainly the most imposing poet of his time, Eliot was revered by Igor Stravinsky "not only as a great sorcerer of words but as the very key keeper of the language.". The elder of these two works, the Shijing (also familiarly known, in English, as the Classic of Poetry and as the Book of Songs or transliterated as the Sheh Ching) is a preserved collection of Classical Chinese poetry from over two millennia ago.
its content divided into 3 parts: feng(风，folk songs from 15 small countries, songs in total), ya(雅,Imperial court songs,subdiviede in daya.