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Data Preparation for Machine Learning

This course focuses on the fundamentals of preparing data for machine learning using Databricks. Participants will learn essential skills for exploring, cleaning, and organizing data tailored for traditional machine learning applications. Key topics include data visualization, feature engineering, and optimal feature storage strategies. Through practical exercises, participants will gain hands-on experience in efficiently preparing data sets for machine learning within the Databricks. This course is designed for associate-level data scientists and machine learning practitioners. and individuals seeking to enhance their proficiency in data preparation, ensuring a solid foundation for successful machine learning model deployment.


Languages Available: English | 日本語 | Português BR | 한국어

Skill Level
Associate
Duration
4h
Prerequisites
  • Familiarity with Databricks workspace and notebooks

  • Familiarity with Delta Lake and Lakehouse

  • Intermediate-level knowledge of Python

Outline

  • Fundamentals of Data Preparation and Feature Engineering
  • Data Imputation
  • Data Encoding
  • Data Standardization
  • Feature Engineering Pipelines
  • Introduction to Feature Store
  • Feature Engineering with Feature Store






Upcoming Public Classes

Date
Time
Language
Price
Aug 04
09 AM - 01 PM (Asia/Kolkata)
English
$750.00
Aug 13
01 PM - 05 PM (Australia/Sydney)
English
$750.00
Aug 14
01 PM - 05 PM (America/New_York)
English
$750.00
Aug 15
09 AM - 01 PM (Europe/London)
English
$750.00
Sep 01
09 AM - 01 PM (Asia/Kolkata)
English
$750.00
Sep 02
09 AM - 01 PM (America/New_York)
English
$750.00
Sep 05
09 AM - 01 PM (Europe/London)
English
$750.00
Oct 01
09 AM - 01 PM (Europe/London)
English
$750.00
Oct 02
09 AM - 01 PM (Asia/Kolkata)
English
$750.00
Oct 03
09 AM - 01 PM (America/New_York)
English
$750.00

Public Class Registration

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Upcoming Public Classes

Data Analyst

Data Analysis with Databricks

This course provides a comprehensive introduction to Databricks SQL. Learners will ingest data, write queries, produce visualizations and dashboards, and configure alerts. This course will prepare you to take the Databricks Certified Data Analyst Associate exam.

This course consists of two four-hour modules. 

SQL Analytics on Databricks

In this course, you'll learn how to effectively use Databricks for data analytics, with a specific focus on Databricks SQL. As a Databricks Data Analyst, your responsibilities will include finding relevant data, analyzing it for potential applications, and transforming it into formats that provide valuable business insights. 

You will also understand your role in managing data objects and how to manipulate them within the Databricks Data Intelligence Platform, using tools such as Notebooks, the SQL Editor, and Databricks SQL. 

Additionally, you will learn about the importance of Unity Catalog in managing data assets and the overall platform. Finally, the course will provide an overview of how Databricks facilitates performance optimization and teach you how to access Query Insights to understand the processes occurring behind the scenes when executing SQL analytics on Databricks.

AI/BI for Data Analysts

In this course, you’ll learn how to use the features Databricks provides for business intelligence needs: AI/BI Dashboards and AI/BI Genie. As a Databricks Data Analyst, you will be tasked with creating AI/BI Dashboards and AI/BI Genie Spaces within the platform, managing the access to these assets by stakeholders and necessary parties, and maintaining these assets as they are edited, refreshed, or decommissioned over the course of their lifespan. This course intends to instruct participants on how to design dashboards for business insights, share those with collaborators and stakeholders, and maintain those assets within the platform. Participants will also learn how to utilize AI/BI Genie Spaces to support self-service analytics through the creation and maintenance of these environments powered by the Databricks Data Intelligence Engine.

Languages Available: English | 日本語 | Português BR | 한국어
Paid
8h
Lab
instructor-led
Associate

Questions?

If you have any questions, please refer to our Frequently Asked Questions page.