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Monday, April 22, 2024

Workflows in Clarifai: A Tutorial

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One of the highly effective options of Clarifai is the flexibility to mix machine studying fashions like they’re nodes in a graph. That is performed by means of workflows. With workflows, you possibly can chain collectively a number of fashions to design a multimodal system.

This characteristic goes to make your life a lot simpler, belief us. Learn on to learn how.

However first…

What’s a multimodal system?

A multimodal system in AI refers to a system that may perceive, course of, and combine data from a number of forms of inputs or “modes”. These modes might be textual content, voice, pictures, or movies.  For instance, a chatbot that may perceive textual content messages and voice instructions is a multimodal system.

Right here’s a fast video on how you should use workflows to chain collectively a number of fashions and information and direct mannequin conduct.

How you can use workflows in an app

If you happen to’re utilizing Clarifai for the primary time, use this hyperlink to enroll – https://clarifai.com/signup
Additionally, it’s most likely a good suggestion to discover our Introduction to Clarifai Tutorial first.  <present hyperlink to tutorial #1>.

Step 1: Set Up Your Utility

Navigate to https://clarifai.com/discover and click on on Create to begin your software. 

  • Present it with a singular identify.
  • Write a brief description.
  • Select an enter sort.
  • Choose Create App

You don’t want to decide on a Mannequin. Now, you’ve got an app that acts like a container the place you possibly can assemble your workflows.. 

Step 2: Create an Optical Character Recognizer (OCR) Workflow

Workflows have countless functions. Be at liberty to create a workflow utilizing the fashions you want. For this weblog, we are attempting to learn textual content from pictures after which translate.

Right here’s how:

  1. Navigate to and click on on the Workflows on the left panel, after which click on on Create Workflow within the higher proper.  
  2. You’ll see a no-code, drag-and-drop interface for connecting fashions.
  3. Scroll down till you see an optical character recognizer mannequin. This mannequin permits computer systems to extract textual content like a avenue signal from a picture.
  4. Subsequent, search for a text-to-text mannequin which transforms one type of textual content into one other.
  5. Draw connections between the fashions, defining the circulate of data from one mannequin to the following one.
  6. Click on on every mannequin to pick out the particular mannequin for use in every step of the workflow. For this instance, we’ll use the paddle OCR mannequin, and for the text-to-text mannequin, the English to Spanish translation mannequin.
  7. As soon as every little thing is linked appropriately, save your workflow.

Now, check this workflow with pattern pictures. The outcomes ought to showcase the mannequin’s functionality to learn and translate textual content from pictures successfully. Hurray!

Step 3: Create an Computerized Speech Recognition (ASR) Workflow

  1. In your identical app,  begin a brand new workflow and search for an audio-to-text mannequin. 
  2. Add and join a textual content classifier mannequin to the workflow.
  3. Choose the primary mannequin within the sequence and search the most recent wave to vec English audio to textual content mannequin. 
  4. For the textual content classifier, seek for “sentiment” and choose the Sentiment Evaluation Distilbert mannequin (once more, the newest model).
  5. Save the workflow.

You’ll be able to confirm the effectivity of this workflow with pre-recorded audio samples. The outcomes will exhibit the workflow’s skill to transform speech to textual content after which analyze sentiment.

Get artistic

Clarifai’s workflows will let you shortly and simply chain collectively a number of fashions to design a multimodal system. Consider all of the superior apps you’ve all the time needed to create and go loopy with the workflows!


Signal as much as Clarifa

Leverage Clarifai’s workflows to craft multimodal techniques by linking machine studying fashions like graph nodes.

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