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AIML40 - Taking Models to the Next Level with Azure Machine Learning Best Practices

Session Abstract

Artificial Intelligence and Machine Learning can be used in many ways to increase productivity of business processes and gather meaningful insights, by analyzing images, texts and trends within unstructured flows of data. While many tasks can be solved using existing models, in some cases it is also required to train your own model for more specific tasks, or for increased accuracy.

In this session, we will explore the complete path of integrating text analysis intelligent services into the business processes of Tailwind Traders, starting from pre-build models available as cognitive services, up to training a third-party neural custom model for Aspect-Based Sentiment Analysis availabe as part of Intel NLP Architect using Azure Machine Learning Service. We will talk about cases when one needs a custom model, and demonstrate quick ways to create such a model from scratch using AutoML, and show how to fine-tune model hyperparameters using HyperDrive

How To Use

Welcome, Presenter!

We're glad you are here and look forward to your delivery of this amazing content. As an experienced presenter, we know you know HOW to present so this guide will focus on WHAT you need to present. It will provide you a full run-through of the presentation created by the presentation design team.

Along with the video of the presentation, this document will link to all the assets you need to successfully present including PowerPoint slides and demo instructions & code.

  1. Read document in its entirety.
  2. Watch the video presentation
  3. Ask questions of the Lead Presenter

Assets in Train-The-Trainer kit

  • This guide
  • Public materials for AIML40 Session here - this document contains a lot of relevant materials
  • PowerPoint presentation including notes for each slide Here
  • Full-length recording of presentation here
  • Director Cut Full-length recording of presentation here
  • Individual recordings of stage-ready hands-on demos here
  • Demo Guide here

Become a Presenter

To become a Trained Presenters, contact scalablecontent@microsoft.com. In your email please include:

  • Complete name:
  • The code of this presentation: <Session Code (ex:aiml40)>
  • Link (ex: unlisted YouTube video) to a video of you presenting (~10 minutes).

It doesn't need to be this content, the important is to show your presenter skills

Trained Presenters

Thanks goes to these wonderful people (emoji key):

Ari Bornstein
Ari Bornstein
📢 		Dmitri Soshnikov
Dmitri Soshnikov
📖