Training: Implement a data science and machine learning solution for AI in Microsoft Fabric (DP-604)

Ref. DP-604

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Duration:

1

day

Exam:

Not certifying

Level:

Fundamental

Funding:

Eligible

Home > Trainings > IT Pro > Analytics and Data Management > Implement a data science and machine learning solution for AI in Microsoft Fabric (DP-604)

Implement a data science and machine learning solution for AI in Microsoft Fabric (DP-604)

Implementing a data science solution with Microsoft Fabric

The DP-604 training teaches you how to leverage data science to create high-performance Machine Learning models. You will discover how to use Microsoft Fabric to manage, explore, and preprocess your data. You will learn to train, track, and deploy your AI models while collaborating effectively with your team. You will explore notebooks to analyze your data, use Data Wrangler for preprocessing, and deploy your models with MLflow. Each module includes practical exercises to help you master every step of the process.

With DP-604, you will develop key data science skills. You will learn how to transform raw data into predictive models and generate batch predictions. This training prepares you to optimize your AI projects by fully leveraging the capabilities of Microsoft Fabric.

Using Machine Learning to create artificial intelligence

This training is designed for professionals looking to master Machine Learning to enhance their data science skills. You will learn how to configure your environments, train models, and track your results. By the end of the course, you will be able to generate predictions and integrate your AI models into your data systems.

Participant Profiles

Data Scientist
Data Analyst
Data Engineer

Objectives

Understand the data science process
Explore and process data with Microsoft Fabric
Preprocess data with Data Wrangler
Train and track Machine Learning models
Manage models with MLflow
Generate batch predictions

Prerequisites

Understand the basics of data science
Know the terminology of Machine Learning
Have basic data processing skills

Course Content

Module 1: Introduction to end-to-end analytics using Microsoft Fabric

Explore end-to-end analytics with Microsoft Fabric
Understand data teams and Microsoft Fabric
Enable and use Microsoft Fabric

Module 2: Get started with data science in Microsoft Fabric

Understand the data science process
Explore and process data with Microsoft Fabric
Train and score models with Microsoft Fabric

Module 3: Explore data for data science with notebooks in Microsoft Fabric

Explore notebooks and their functionalities
Load data for exploration
Understand data distribution
Check for missing data in notebooks
Apply advanced data exploration techniques
Visualize charts in notebooks

Module 4: Preprocess data with Data Wrangler in Microsoft Fabric

Understand the role of Data Wrangler
Perform data exploration
Handle missing data
Transform data with operators

Module 5: Train and track machine learning models with MLflow in Microsoft Fabric

Understand how to train machine learning models
Train and track models with MLflow and experiments
Manage models in Microsoft Fabric

Module 6: Generate batch predictions using a deployed model in Microsoft Fabric

Customize the model’s behavior for batch scoring
Prepare data before generating predictions
Generate and save predictions to a Delta table

Documentation

Accès à Microsoft Learn, la plateforme d’apprentissage en ligne Microsoft, offrant des ressources interactives et des contenus pédagogiques pour approfondir vos connaissances et développer vos compétences techniques.

Lab / Exercises

Ce cours vous donne un accès exclusif au laboratoire officiel Microsoft, vous permettant de mettre en pratique vos compétences dans un environnement professionnel.

Complementary Courses

Eligible Funding

ITTA is a partner of a continuing education fund dedicated to temporary workers. This fund can subsidize your training, provided that you are subject to the “Service Provision” collective labor agreement (CCT) and meet certain conditions, including having worked at least 88 hours in the past 12 months.

Additional Information

Master data science and Machine Learning with DP-604

The DP-604 training prepares you to leverage data science and Machine Learning with Microsoft Fabric. This course teaches you how to turn datasets into predictive models and improve your decision-making processes with artificial intelligence. You will discover essential tools for exploring, preprocessing, and training your models while tracking your results with MLflow.

Understanding the data science process

The first module teaches you how to structure your data science projects. You will learn how to organize your data, use notebooks to analyze it, and collaborate with your colleagues. You will also learn how to process raw data to make it usable and configure your work environments in Microsoft Fabric.

Exploring and visualizing data with notebooks

The second module shows you how to use notebooks to explore your data. You will learn to load datasets, identify missing values, and understand data distribution. With visualization features, you can graphically represent your results to better identify hidden patterns and relationships.

Preprocessing data with Data Wrangler

The third module teaches you how to prepare your data before training your models. You will use Data Wrangler to clean your data, handle missing values, and transform features. This process ensures that your Machine Learning models use high-quality data to produce reliable results.

Training and managing Machine Learning models

In the fourth module, you will discover how to train your models and track your results with MLflow. You will learn to configure your experiments, record your metrics, and manage your models to improve their performance. This module helps you optimize your learning processes to obtain accurate predictive models.

Generating batch predictions and enriching your data

The final module shows you how to use your models to generate batch predictions. You will learn to prepare your data, customize your models’ behavior, and save the results in a Delta table. This approach allows you to integrate your predictions into your data systems to improve your business processes.

FAQ

What are the prerequisites for the DP-604 training?
You need to understand the basics of data science and know the terminology of Machine Learning.

Who is this training for?
This training is intended for Data Scientists, Data Analysts, and Data Engineers who want to master Microsoft Fabric.

What are the main tools used?
You will use Microsoft Fabric, Data Wrangler for preprocessing, and MLflow for training and tracking models.

What are the expected outcomes?
By the end of the training, you will know how to explore data, train Machine Learning models, and generate batch predictions.