This course aims to develop your foundational skills in data science and machine learning on Microsoft Fabric, with the focus on developing a solution for AI. You will delve into Apache Spark’s capabilities for data exploration and data pre-processing using data wrangler. You will also explore how to train an ML Model using MLFlow and generate batch predictions. Through a blend of lectures and hands-on exercises, this course will equip you to effectively work with ML capabilities in Microsoft Fabric.  

After completing this course of training, you will be able to:

  • Develop foundational skills in Data science and ML operations on Microsoft Fabric.
  • Explore Apache Spark's capabilities for data exploration and data pre-processing.
  • Learn essential techniques for training and testing ML models
  • Generate batch predictions and save it in Delta tables.

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Key Features :

  • Guidance by Certified Experts: Benefit from expert instructors who will lead engaging online training sessions, providing you with valuable insights into Implementing data science and machine learning solutions for AI in Microsoft Fabric.

  • Interactive Hands-On Labs: Gain practical experience through a series of interactive labs and exercises, allowing you to apply your newly acquired skills in real-world scenarios.

  • Personalized Learning Plans: Enjoy tailor-made training programs that cater to your unique learning requirements, ensuring you receive the most relevant knowledge and guidance.

  • Well-structured use-cases based on real world scenarios to help participants relate the scenarios where you can leverage ML capabilities in Microsoft Fabric

  • Integrated teaching assistance and support through experts designed Learning Management System (LMS) and Exam Ready platform.

  • Being a Microsoft Learning Partner, we offer authored curriculum that are at par with industry standards.

Who should Attend?

  • The primary audience for this course is data professionals who are familiar with data science and machine learning.
  • It is designed for professionals who are interested in gaining knowledge about using the Microsoft Fabric platform for creating ML models and develop AI solutions.

Pre-requisites of DP-604 course

    To enrol in this course, it is recommended to have the knowledge of:
  • Basic machine learning and AI concepts and terminology.
  • Fundamental data exploration concepts, including open-source support tools like ScikitLearn and SynapseML.
  • The Microsoft Fabric interface and core concepts
  • MLFlow and Python.

Why choose CloudThat as your training partner for DP-604?

  • CloudThat has successfully trained a vast number of professionals, approximately 6.5 lakh individuals, and provided training services to more than 100 corporate clients across the globe.
  • We have well-trained, experienced, and certified Subject matter experts and instructors to conduct these trainings.
  • The course guides students through specific tasks and real-world challenges to help them understand the relevance, power, and usefulness of Microsoft Word.

Learning objective of the DP-604 Certification Training

  • Ingest, load, and perform exploratory data analytics in Microsoft Fabric
  • Prepare and transform data to train ML models.
  • Configure Spark in a Microsoft Fabric workspace.
  • Track ML model performance and experiments.
  • Generate batch predictions and save it in Delta tables.

Course Outline: Download Course Outline

  • Understand the data science process.
  • Explore and process data with Microsoft Fabric
  • Train and score models with Microsoft Fabric
  • Lab - Explore data science in Microsoft Fabric

  • Explore notebooks
  • Load data for exploration
  • Understand data distribution
  • Check for missing data in notebooks
  • Apply advanced data exploration techniques
  • Visualize charts in notebooks
  • Lab - Use notebook for data exploration in Microsoft Fabric

  • Understand Data Wrangler
  • Perform data exploration
  • Handle missing data
  • Transform data with operators
  • Lab - Preprocess data with Data Wrangler in Microsoft Fabric

  • Understand how to train machine learning models
  • Train and track models with MLflow and experiments
  • Manage models in Microsoft Fabric
  • Lab - Train and track a 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
  • Lab - Generate and save batch predictions

Certification details:

  • Obtaining the Microsoft Azure DP-604 Applied Skill Credential certifies your familiarity with Implementing data science and machine learning for AI in Microsoft Fabric.
  • DP-604 Applied skill course will teach you the way on how to implement a data science and machine learning for AI in Microsoft Fabric for various scenarios.
  • Applied skills can be utilized to be ready for more specialized or role-based Azure certifications. 
  • We award a certificate of course completion to candidates who pass the DP-604 Microsoft Azure Applied Skills Training. 
  • After completing the Microsoft Azure DP-604 assessment, candidates are awarded a Microsoft credential as well. 

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Course ID: 21273

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7-10 FAQs (Includes FAQs on salary and technical details)

It is based on one specific skill, Project based, Scenario-specific ability.

Yes, many Microsoft Learn courses, including this one, are often available for free.

Participants will need a computer with internet access.

Familiarity of basic concepts and terms in AI and machine learning, data exploration, MLFlow, ScikitLearn, Python.

Use Microsoft's official documentation, practice labs, and exam-focused resources for comprehensive readiness. 

No. Access Microsoft Learn and complete the assessment. 

After completing the DP-604 exam, you will receive the Microsoft Credential: Implementing a data science and machine learning solution for AI in Microsoft Fabric.

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