Prepare your data for ML | Text Classification Tutorial Pt. 1 (Coding TensorFlow)




[ad_1]

@lmoroney is back with another episode of Coding TensorFlow! In this episode, we discuss Text Classification, which assigns categories to text documents. This is part 1 of a 2 part sub series that focuses on the data and gets it ready to train a neural network. Laurence also explains the unique challenges associated with Text Classification. Watch to follow along and stay tuned for part 2 of this episode where we’ll look at how to design a neural network to accept the data we prepared.

Hands on tutorial → http://bit.ly/2CNVMbi
Watch Part 2 https://www.youtube.com/watch?v=vPrSca-YjFg

Subscribe to TensorFlow → http://bit.ly/TensorFlow1
Watch more Coding TensorFlow → http://bit.ly/2zoZfvt

Source


[ad_2]

Comment List

  • TensorFlow
    November 30, 2020

    Hello,
    text Classification problem one text feature witch have text and task is make a category feature like classify the users into suitable categories.

    how to solve

  • TensorFlow
    November 30, 2020

    Basically the most important part was already done for you…can you make a video on how to format the text to number repretations because there won't always be a third party that would have conveniently done this for us…

  • TensorFlow
    November 30, 2020

    I'm trying to build an intent classification model with tensorflow.. I'm facing some issues about validation accuracy and prediction accuracy.. I want some expert advice. can you provide your linkedin link or any contact info to help me out Please.

  • TensorFlow
    November 30, 2020

    I’m gonna use this to make an AI generate its own language.

  • TensorFlow
    November 30, 2020

    Hello, can someone please tell me how to get the most and least common word that he was talking about. Thank you

  • TensorFlow
    November 30, 2020

    Where is the tutorial for using Google Console to upload, train and test data? Does google care to show step by step instruction on how to prepare data? It's silly that for text classification people need to split data by label and put in separate folders. Please provide some basic tutorials first on how to use Google console and then give tutorial on writing code, etc.

  • TensorFlow
    November 30, 2020

    hi , i would like to ask you something. what techniques should i use to find some keyword in my csv file and then if match with the keyword, i want to assign it to another keyword. the output something like this,
    column A Keyword

    DUMPBLT:TESTING FAILED: OPERATOR PUSHED STOP BUTTON SYSTEM FAILED

    if i found keyword of 'DUMPBLT' and 'PUSHED STOP BUTTON' in column A, i want to assign it to "SYSTEM FAILED" and put to other column. can you help me about this ?

  • TensorFlow
    November 30, 2020

    I need this for JavaScript

  • TensorFlow
    November 30, 2020

    can anyone point me in the direction of converting my own csv that has couple of text columns(features) and convert them to a usable dataset. The csv file is pretty large and it has millions of rows, in which i have categorical data as well as the text data.

  • TensorFlow
    November 30, 2020

    how to convert text to vectors

  • TensorFlow
    November 30, 2020

    and no one talks about how to convert actual text to integer

  • TensorFlow
    November 30, 2020

    wrong order of parts 1 and 2 … part 1 should go first

  • TensorFlow
    November 30, 2020

    I have myself data, I want to cover them to code, you always from movie code that it is ready before. I want to know how happened there.

  • TensorFlow
    November 30, 2020

    I mostly do frontend stuff, But I like how accessible TensorFlow is. I wonder if it's possible to do Machine learning and Front End Engineering at the same time.

  • TensorFlow
    November 30, 2020

    Nice video, please include links to the following videos, sometimes is confusing even with playlists

  • TensorFlow
    November 30, 2020

    Does anyone know how they (keras) converted the IMDB dataset into integers?

  • TensorFlow
    November 30, 2020

    Moroni? Are you LDS? lol. Great video, its a great help for my project in my Intelligent Systems class, thanks!

  • TensorFlow
    November 30, 2020

    How can you determine which words are going to be part of the index?

  • TensorFlow
    November 30, 2020

    Is it new version of Jupyter notebook, other tool or some plugins?

  • TensorFlow
    November 30, 2020

    Yes, this is what I was looking for. thank you.

  • TensorFlow
    November 30, 2020

    is it necessary to pad and trim the data? what's the use for it?

  • TensorFlow
    November 30, 2020

    o o o that's what i was waiting.

  • TensorFlow
    November 30, 2020

    Hey Laurence, I am facing an issue with how to use TF-Hub for the embedding part of the classification and then serving the model as a canned estimator. The variable weights of the frozen model are greater than 250 MB, and thus cannot be used on the cloud Machine learning engine to serve my model.

  • TensorFlow
    November 30, 2020

    Thank u for this awesome video and series, I am waiting for next video

  • TensorFlow
    November 30, 2020

    Thanks Laurence! I love these videos!

Write a comment