---
title: "Workstations on the AI Journey – Part 1\n    | Ubuntu"
description: Take a deep dive into how workstations enable the AI journey in this
  four-part webinar series
url: https://ubuntu.com/engage/data-science-workstations?format=md
keywords: index, follow
---

# Workstations on the AI Journey – Part 1

Take a deep dive into how workstations enable the AI journey in this four-part webinar series

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While new AI algorithms and training methods get all the hype, most analysts agree that data scientists spend up to 80% of their time on data: exploration, acquisition, ingestion, transformation, and cleansing. This webinar will explore the best open source platforms and tools that help to work on large and varying datasets, which is the first step of a four piece series on the AI Journey.

In this first part of a series, we will talk about:

* Data cleaning
* ETL
* Data governance
* Data ingestion
* Data types
* Locality impacts on performance and security

> Speakers:
>
> Maciej Mazur - Product Manager at Canonical
> Kyle Harper - Director of AI Strategy at Dell
> Michael Boros - AI Strategy at Dell

### Watch the full series of this webinar:

* [Part 2 - Choosing Your Algorithm](https://ubuntu.com/engage/workstations-journey-to-ai)
* [Part 3 - Training on the Workstation](https://ubuntu.com/engage/webinar-ai-journey-training-on-workstation)
* [Part 4 - Deploying Your Model](https://ubuntu.com/engage/webinar-ai-journey-deploying-your-model)

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