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AI-3003: Build a Natural Language Processing Solution with Azure AI Services

Harness the power of natural language processing with Azure AI Services. This course offers hands-on training in creating intelligent applications that analyze text, answer questions, and understand conversations. Learn to build advanced AI solutions with modules on text analysis, conversational models, custom classifications, and speech-enabled applications. Perfect for developers and data scientists looking to elevate their AI capabilities and automate complex tasks.

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  • Small class sizes
  • 18 and older
  • $595
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  • Online Classroom
  • 6 hours & 45 minutes

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  • $595/person
  • 6 hours & 45 minutes
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Class Description

Description

What you'll learn in this ai class:

Unlock the potential of natural language processing with Azure AI Services in this comprehensive course. Designed for individuals with a background in Azure and programming, this course guides you through building intelligent applications that can analyze text, answer questions, understand conversations, and more. By the end of this course, you'll be proficient in creating advanced AI-driven solutions that enhance user interactions and automate complex tasks.

Dive into hands-on modules that cover text analysis, question answering, conversational models, custom text classification, and speech-enabled applications. This course provides the practical knowledge and skills needed to implement and optimize AI solutions, ensuring you stay ahead in the rapidly evolving field of AI technology.

Audience Profile

This course is ideal for software developers, data scientists, and IT professionals with experience in Azure and programming in C# or Python. It is particularly beneficial for those looking to specialize in AI-driven applications and enhance their skills in natural language processing and speech technologies.

Prerequisites: Familiarity with Azure and the Azure portal.

Experience programming with C# or Python. If you have no previous programming experience, we recommend you complete either <a href="https://www.onlc.com/outline.asp?ccode=xcsinp">C# Programming Level 1: Introduction for Non-Programmers</a> or <a href="https://www.onlc.com/outline.asp?ccode=xpyinp">Python Programming Level 1: Introduction for Non-Programmers</a> before taking this course.

Course Outline

Module 1: Analyze text with Azure AI Language

  • Provision an Azure AI Language resource
  • Detect language
  • Extract key phrases
  • Analyze sentiment
  • Extract entities
  • Extract linked entities
  • Exercise - Analyze text
  • Module 2: Create question answering solutions with Azure AI Language
  • Understand prebuilt models
  • Understand question answering
  • Compare question answering to Azure AI Language understanding
  • Create a knowledge base
  • Implement multi-turn conversation
  • Test and publish a knowledge base
  • Use a knowledge base
  • Improve question answering performance
  • Exercise - Create a question answering solution

Module 3: Build a conversational language understanding model

  • Understand prebuilt capabilities of the Azure AI Language service
  • Understand resources for building a conversational language understanding model
  • Define intents, utterances, and entities
  • Use patterns to differentiate similar utterances
  • Use pre-built entity components
  • Train, test, publish, and review a conversational language understanding model
  • Exercise - Build an Azure AI services conversational language understanding model

Module 4: Create a custom text classification solution

  • Understand types of classification projects
  • Understand how to build text classification projects
  • Exercise - Classify text

Module 5: Custom named entity recognition

  • Understand custom named entity recognition
  • Label your data
  • Train and evaluate your model
  • Exercise - Extract custom entities

Module 6: Translate text with Azure AI Translator service

  • Provision an Azure AI Translator resource
  • Understand language detection, translation, and transliteration
  • Specify translation options
  • Define custom translations
  • Exercise - Translate text with the Azure AI Translator service

Module 7: Create speech-enabled apps with Azure AI services

  • Provision an Azure resource for speech
  • Use the Azure AI Speech to Text API
  • Use the text to speech API
  • Configure audio format and voices
  • Use Speech Synthesis Markup Language
  • Exercise - Create a speech-enabled app

Module 8: Translate speech with the Azure AI Speech service

  • Provision an Azure resource for speech translation
  • Translate speech to text
  • Synthesize translations
  • Exercise - Translate speech

Remote Learning

This course is available for "remote" learning and will be available to anyone with access to an internet device with a microphone (this includes most models of computers, tablets). Classes will take place with a "Live" instructor at the date/times listed below.

Upon registration, the instructor will send along additional information about how to log-on and participate in the class.

Refund Policy

Cancellation / Reschedule by Student

Because we must schedule rooms, ship course materials, assign instructors and provision computer resources well in advance, it is important students alert us ASAP with any cancel/reschedule requests.

Please note the following policies:

  • If requested 16 or more calendar days before the class
    • Cancellation requests made in this timeframe are eligible for refund less 5% cancellation fee.
    • Reschedule requests made in this timeframe will be accommodated if availability exists and will be processed at no additional charge.
  • If requested 15 calendar days or less before the class
    • Cancellation or Reschedule requests made by the student 15 calendar days or less before the class starts will be charged 100% the course fee and are not entitled to a refund.

Substitutions

  • If you are unable to attend your class, a substitute who meets the course prerequisites may attend in your place at no additional charge for the original class title, date and location. If you cannot find a substitute, you will be subject to the class cancellation policy.

Make-up Policy

Students are permitted one (1) Make-Up opportunity to attend an instructor-led class that was paid for but not previously attended for no additional charge.

  • Make-Up class registrations are subject to availability and are not entitled to refund.
  • Students may not reschedule a Make-up class registration.
  • Any no shows or cancellations forfeit their one Make-up opportunity.

Additionally, ONLC reserves the right to retire courses due to lack of demand. Retired classes are not available for Make-Up.

In the event that an instructor or the school needs to cancel at the last minute, students will receive a refund less a 5% non-refundable registration fee.

In any event where a customer wants to cancel their enrollment and is eligible for a full refund, a 5% processing fee will be deducted from the refund amount.

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