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IBM Cloud Pak for Data Course

course overview

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Overview

Quickly build and train machine learning models with Watson AutoAI aims to familiarize data science and analytics professionals with the fundamentals of theWatson Studio’s AutoAI tool. The course walks users through the process of creatingIBM Cloud projects, and building and evaluating AutoAI experiments for various supervised machine learning use cases.

The lab environment for this course uses IBM Cloud.

Audience

This course is designed for data analysts, data scientists, and machine learning specialists.

Skills Gained

  • Set up an IBM Cloud Account and project and add and manage associated resources
  • Identify potential machine learning use cases applicable to AutoAI
  • Differentiate problem types relevant for AutoAI experiments (Classification, Regression, Time Series)
  • Configure settings for various AutoAI experiments
  • Evaluate pipelines and models that are produced by AutoAI experiments
  • Recognize deployment strategies for AutoAI models

Prerequisites

  • IBM Cloud access
  • Knowledge of supervised machine learning use cases
  • Knowledge of Python code in notebook environments
  • Basic knowledge of machine learning evaluation metrics

Outline

  • Course introduction
  • Introducing IBM Cloud
  • What is AutoAI?
  • Machine learning with AutoAI: Classification
  • Machine learning with AutoAI: Regression
  • AutoAI deployments at a glance
  • Machine learning with AutoAI: Time series
  • Fairness evaluation in AutoAI machine learning models

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Thinking about Onsite?

If you need training for 3 or more people, you should ask us about onsite training. Putting aside the obvious location benefit, content can be customised to better meet your business objectives and more can be covered than in a public classroom. Its a cost effective option. One on one training can be delivered too, at reasonable rates.

Submit an enquiry from any page on this site, and let us know you are interested in the requirements box, or simply mention it when we contact you.

All $ prices are in USD unless it’s a NZ or AU date

SPVC = Self Paced Virtual Class

LVC = Live Virtual Class

Please Note: All courses are availaible as Live Virtual Classes

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