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Get Started with Databricks for Machine Learning

In this course, you will develop the foundational skills needed to use the Databricks Data Intelligence Platform for executing basic machine learning workflows and supporting data science workloads. You will explore the platform from the perspective of a machine learning practitioner, covering topics such as feature engineering with Databricks Notebooks and model lifecycle tracking with MLflow. Additionally, you will learn about real-time model inference with Mosaic AI Model Serving and experience Databricks’ “glass box” approach to model development through AutoML. The course includes three instructor-led demonstrations, culminating in a comprehensive lab that reinforces the concepts covered in the demos.


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

Skill Level
Onboarding
Duration
2h
Prerequisites
  • A beginner-level understanding of Python.

  • Basic understanding of DS/ML concepts (e.g. classification and regression models), common model metrics (e.g. F1-score), and Python libraries (e.g. scikit-learn and XGBoost). 

Outline

Databricks Overview

  • Databricks Infrastructure
  • Databricks Data Intelligence Platform
  • Unity Catalog Overview
  • Databricks Workspace Walkthrough


Using Databricks for Machine Learning

  • Introduction to Machine Learning on Databricks
  • Exploratory Data Analysis (EDA) and Feature Engineering on Databricks
  • Introduction to Mosaic AI AutoML
  • Introduction to MLflow on Databricks
  • Introduction to Mosaic AI Model Serving

Upcoming Public Classes

Date
Time
Language
Price
Apr 30
02 PM - 04 PM (Asia/Kolkata)
English
Free
May 01
01 PM - 03 PM (America/New_York)
English
Free
May 07
04 PM - 06 PM (Asia/Kolkata)
English
Free
May 08
02 PM - 04 PM (Asia/Kolkata)
English
Free
May 08
09 AM - 11 AM (America/Los_Angeles)
English
Free
May 14
03 PM - 05 PM (Europe/London)
English
Free
May 15
12 PM - 02 PM (Asia/Singapore)
English
Free
May 19
02 PM - 04 PM (Asia/Kolkata)
English
Free
May 20
09 AM - 11 AM (America/Los_Angeles)
English
Free
May 27
12 PM - 02 PM (Asia/Singapore)
English
Free
May 28
03 PM - 05 PM (Europe/London)
English
Free
Jun 02
10 AM - 12 PM (Asia/Kolkata)
English
Free
Jun 03
12 PM - 02 PM (Asia/Singapore)
English
Free
Jun 05
03 PM - 05 PM (Europe/London)
English
Free
Jun 05
09 AM - 11 AM (America/Los_Angeles)
English
Free
Jun 20
09 AM - 11 AM (America/Los_Angeles)
English
Free
Jun 23
02 PM - 04 PM (Asia/Kolkata)
English
Free
Jun 23
12 PM - 02 PM (Europe/London)
English
Free
Jun 24
12 PM - 02 PM (Asia/Singapore)
English
Free
Jul 01
02 PM - 04 PM (Asia/Kolkata)
English
Free
Jul 03
09 AM - 11 AM (America/Los_Angeles)
English
Free
Jul 08
03 PM - 05 PM (Europe/London)
English
Free
Jul 11
09 AM - 11 AM (America/Los_Angeles)
English
Free
Jul 15
02 PM - 04 PM (Asia/Kolkata)
English
Free
Jul 21
12 PM - 02 PM (Asia/Singapore)
English
Free
Jul 21
03 PM - 05 PM (Europe/London)
English
Free
Jul 30
02 PM - 04 PM (Asia/Kolkata)
English
Free
Aug 01
12 PM - 02 PM (Asia/Singapore)
English
Free
Aug 01
09 AM - 11 AM (America/Los_Angeles)
English
Free

Public Class Registration

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Registration options

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Runtime

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Instructors

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Public and private courses taught by expert instructors across half-day to two-day courses

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Learning

Blended Learning

Self-paced and weekly instructor-led sessions for every style of learner to optimize course completion and knowledge retention. Go to Subscriptions Catalog tab to purchase

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Scale

Skills@Scale

Comprehensive training offering for large scale customers that includes learning elements for every style of learning. Inquire with your account executive for details

Upcoming Public Classes

Questions?

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