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Microsoft DP-604T00 - Implement a Data Science and Machine Learning Solution for AI with Microsoft

Length 1 day
Price NZD 995 exc GST

Course overview

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Why study this course

In this one-day course students explore the data science process and learn how to train machine learning models to accomplish artificial intelligence in Microsoft Fabric.

This one-day course prepares you for an Applied Skills credential.
For more than 30 years, Microsoft's industry-recognised certifications have provided proof of world-class technical proficiency for in-demand job roles. In today’s ever-changing business environment, there are also times when you need verified project-specific skills. Microsoft Applied Skills is a new verifiable credential that validates that you have the targeted skills needed to implement critical projects aligned to business goals and objectives. Applied Skills gives you a new opportunity to put your skills centre-stage, empowering you to showcase what you can do and what you can bring to key projects in your organisation.

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What you’ll learn

After completing this course, students will be able to:

Understand the data science process
Train models with notebooks in Microsoft Fabric
Track model training metrics with MLflow and experiments
Load data and perform initial data exploration
Gain knowledge about different types of data distributions
Understand the concept of missing data, and strategies to handle missing data effectively
Visualise data using various data visualisation techniques and libraries
Learn Data Wrangler features, and its role in the data science workflow
Perform different types of preprocessing operations in data science
Learn how to handle missing values, and imputation strategie
Use one-hot encoding and other techniques to convert categorical data into a format suitable for machine learning algorithms.
Train machine learning models with open-source frameworks
Train models with notebooks in Microsoft Fabric
Track model training metrics with MLflow and experiments in Microsoft Fabric
Save a model in the Microsoft Fabric workspace
Prepare a dataset for batch predictions
Apply the model to dataset to generate new predictions
Save the predictions to a Delta table

Microsoft Azure at Lumify Work

Lumify Work has been delivering effective training across all Microsoft products for over 30 years. We are proud to be both Australia's and New Zealand’s first Microsoft Gold Learning Solutions Partner and the winner of the Microsoft MCT Superstars Award for FY24, which formally recognises us as having the highest quality Microsoft Certified Trainers (MCTs) in ANZ. All Lumify Work Microsoft Azure courses follow Microsoft Official Curriculum (MOC) and are led by MCTs.

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Who is the course for?

Data Scientists
Data Analysts
Data Engineer

Course subjects

Get started with data science in Microsoft Fabric
Explore data for data science with notebooks in Microsoft Fabric
Preprocess data with Data Wrangler in Microsoft Fabric
Train and track machine learning models with MLflow in Microsoft Fabric
Generate batch predictions using a deployed model in Microsoft Fabric

Prerequisites

You should be familiar with basic data concepts and terminology.

Terms & Conditions

The supply of this course by Lumify Work is governed by the booking terms and conditions. Please read the terms and conditions carefully before enrolling in this course, as enrolment in the course is conditional on acceptance of these terms and conditions.