Microsoft Guaranteed-to-Run

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

The DP-604T00: Implement a Data Science and Machine Learning Solution for AI with Microsoft Fabric course equips data scientists and AI engineers with end-to-end skills to build, train, and deploy machine learning models using Microsoft Fabric. Designed for professionals managing data science workflows, it solves the growing industry challenge of fragmented analytics tools—addressing a Microsoft report showing 70% of data science teams struggle with model deployment. Learners gain hands-on experience in data preparation, model tracking with MLflow, and batch prediction generation, streamlining collaboration and reproducibility.

This course prepares learners for the Microsoft Applied Skills credential in data science on Microsoft Fabric. Koenig Solutions offers official vendor-authorized courseware and 30-day lab access, ensuring practical mastery. Graduates enhance their ability to deliver scalable AI solutions in integrated analytics environments.

8 Hours (1 Days)
Live Online / Classroom
63+ professionals trained

Training Formats & Pricing

1-on-1 USD 850
Dedicated instructor, your schedule Fastest
Public Batch USD 650
Group class, fixed schedule Most Popular
Self-Paced USD 199
Recorded sessions, learn anytime Best Value

100% Happiness Guarantee · Free Rescheduling · Secure Payment

Course Overview

The DP-604T00: Implement a Data Science and Machine Learning Solution for AI with Microsoft Fabric course by Microsoft is designed for data professionals, AI Engineers, and Data Scientists seeking to master end-to-end data science workflows within the Microsoft Fabric environment. This beginner-level training covers the complete lifecycle of implementing AI-driven analytics, from data exploration and preprocessing to model deployment and batch prediction generation. As organizations increasingly adopt unified analytics platforms, professionals with Microsoft Fabric data science skills are in high demand, with job postings for related roles growing rapidly across enterprise sectors. This course prepares learners for real-world responsibilities in building scalable, collaborative data science solutions using industry-standard tools.

Students gain hands-on experience with core Microsoft Fabric services including Notebooks, Data Wrangler, MLflow, and Lakehouse architectures through guided lab exercises conducted within the Microsoft Fabric portal. Learners configure and run interactive notebooks to explore datasets, apply Data Wrangler to clean and transform features, train machine learning models using Python and open-source frameworks like scikit-learn, track experiments with MLflow, and deploy models to generate batch predictions stored in Delta tables. A key hands-on project involves building a complete machine learning pipeline that ingests raw data, performs feature engineering, trains a classification model, and generates actionable predictions—all within the integrated Fabric environment.

Completing the DP-604T00: Implement a Data Science and Machine Learning Solution for AI with Microsoft Fabric course prepares data professionals for advanced roles in AI and machine learning, aligning with industry-recognized Microsoft Fabric certifications. With AI engineering roles commanding average salaries between $135,000 and $185,000 in the United States according to 2025 compensation data, this training delivers strong career value. Koenig Solutions supports learners with official Microsoft courseware and flexible 1-on-1 training options, ensuring personalized mastery of complex topics. Graduates are positioned to advance into senior data science positions, driving AI innovation using Microsoft Fabric’s integrated analytics capabilities.

What You'll Learn

Execute exploratory data analysis using Synapse Data Science notebooks in Microsoft Fabric to profile datasets and identify patterns for AI development.
Configure data transformation pipelines using Data Wrangler within Microsoft Fabric to clean, normalize, and prepare features for machine learning model training.
Orchestrate model training and experiment tracking using MLflow integration in Microsoft Fabric to monitor performance metrics and manage model artifacts.
Provision batch scoring workflows in Microsoft Fabric by applying deployed models to Lakehouse data to automate large-scale predictive insights.
Govern the machine learning model lifecycle in Microsoft Fabric by utilizing the model registry for version control, lineage tracking, and deployment management.
Implement end-to-end data science solutions in Microsoft Fabric by integrating Spark pools, Lakehouse storage, and Synapse Data Science tools to streamline the transition from data ingestion to model deployment.

Prerequisites

Recommended knowledge before taking this course
  • Understanding the data science process and machine learning workflows is essential for mastering the DP-604T00: Implement a Data Science and Machine Learning Solution for AI with Microsoft Fabric course.
  • Proficiency in Python programming for data analysis and modeling is required to develop effective AI solutions within the Microsoft Fabric environment.
  • Experience with open-source machine learning frameworks such as scikit-learn is necessary for streamlining model development.
  • Knowledge of MLflow for tracking experiments and managing model lifecycles is crucial for deploying scalable AI solutions.
  • Experience with Azure Data Lake Storage Gen2 is required for managing data assets within the Microsoft Fabric ecosystem.
  • Familiarity with T-SQL or KQL is necessary for querying and manipulating data effectively.
  • Skills in preprocessing and transforming data using tools like Data Wrangler are vital for preparing datasets for AI models.
  • Basic familiarity with Microsoft Fabric and its core components is required to ensure a successful learning experience.
Corporate Training
Get a Corporate Quote

Volume discounts · Dedicated account manager · Custom scheduling

Certification Exam

Everything you need to know about the dp-604t00 certification exam

Exam Details
Exam Name
Format
Multiple choice, labs & case studies
Questions
Duration
Passing Score
Validity
Let's Talk

Request for more information

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

We'll respond within 1 business day · No spam, ever.

Course Curriculum

Structured learning with hands-on labs and real-world scenarios

1
Day 1– Master Data Science with Microsoft Fabric
Master the data science lifecycle Navigate the Microsoft Fabric interface Build and manage interactive notebooks Connect to secure organizational data Drive team-based data science collaboration
2
Day 2– Advanced Data Exploration and Visualization
Import enterprise data into notebooks Analyze large datasets using Spark Generate insights using seaborn visuals Detect hidden patterns and correlations Record findings for stakeholder review
3
Day 3– Streamlined Preprocessing with Data Wrangler
Utilize the Data Wrangler interface Cleanse missing or inconsistent data Engineer features for machine learning Standardize complex categorical variables Export refined, high-quality datasets
4
Day 4– Efficient Model Training and Experimentation
Train predictive models via scikit-learn Track experiments using MLflow tools Log critical parameters and metrics Benchmark model performance metrics Securely store trained model artifacts
5
Day 5– DP-604T00 Model Deployment and Scoring
Register models within MLflow registry Deploy scalable models in Microsoft Fabric Execute efficient batch predictions Store inference results in lakehouse Visualize predictive outcomes in Power BI

What's Included in Your Training

Every enrollment comes packed with resources to maximise your learning and exam success

Career Outcomes

75%

of dp-604t00 certified professionals report career advancement within 6 months

Salary Impact

+18%

Average salary increase reported after obtaining the dp-604t00 certification

Typical Salary Range (Global)
Entry$90,000–$115,000
Mid$115,000–$145,000
Senior$145,000–$180,000

*Source: Glassdoor / LinkedIn 2025

Job Roles

6
  • AI Engineer
  • Data Scientist
  • Machine Learning Engineer
  • Data Science Analyst
  • Cloud Data Scientist
  • AI Solutions Developer

Companies Hiring

5,000+
Microsoft Accenture Deloitte Infosys Wipro Capgemini Ernst & Young Cognizant Tata Consultancy Services Goldman Sachs

and 5,000+ organizations worldwide seeking dp-604t00 certified professionals

Real Transformations

Course Student Reviews

Real results from IT professionals who trained with Koenig — rated 4.9/5 from 18,400+ verified reviews.

18,400+
Verified Reviews
4.9 / 5
Average Rating
95%
Would Recommend
1M+
Professionals Trained
  • ★★★★★

    “Passed AZ-104 on first attempt. The MCT knew the exact exam patterns and the labs were exactly what Microsoft tests. Worth every penny.”

    Rahul M.

    Rahul M.

    Azure Administrator

    AZ-104 Certified ✓ Verified
  • ★★★★★

    “I trained 15 of my team members for SC-200. Koenig's on-site delivery was seamless and all 15 passed within 3 months.”

    Sarah K.

    Sarah K.

    CISO, Financial Services

    Enterprise Client ✓ Verified
  • ★★★★★

    “The 1-on-1 format was a game changer. My trainer adjusted the pace to my schedule and I cleared PL-300 while working full-time.”

    Ahmed R.

    Ahmed R.

    Business Intelligence Lead

    PL-300 Certified ✓ Verified
  • ★★★★★

    “From AZ-900 to AZ-305 in 6 months. Koenig's structured roadmap and MCT mentoring made the expert level achievable.”

    Priya S.

    Priya S.

    Cloud Solutions Architect

    AZ-305 Expert ✓ Verified
  • ★★★★★

    “As an L&D head I've used 5 training vendors. Koenig's MCT quality, MOC materials, and ESI compliance is in a different league.”

    James T.

    James T.

    Head of L&D, UK Enterprise

    100+ Learners Trained ✓ Verified
  • ★★★★★

    “SC-900 and SC-300 back to back — both cleared first try. The security curriculum at Koenig is incredibly thorough and up to date.”

    Aisha N.

    Aisha N.

    Security Analyst

    SC-300 Certified ✓ Verified
  • ★★★★★

    “AI-102 was daunting but the trainer broke it down perfectly. Real Azure OpenAI labs made the difference. Highly recommend.”

    David L.

    David L.

    AI Engineer

    AI-102 Certified ✓ Verified
  • ★★★★★

    “DP-600 Fabric certification done in 3 weeks of part-time study. The customised schedule around my timezone was a lifesaver.”

    Mei W.

    Mei W.

    Data Platform Engineer

    DP-600 Certified ✓ Verified
  • ★★★★★

    “Our whole DevOps team got AZ-400 certified through Koenig's corporate training. Smooth logistics and top-tier MCTs throughout.”

    Carlos R.

    Carlos R.

    Engineering Manager

    AZ-400 Team Training ✓ Verified
  • ★★★★★

    “Passed AZ-104 on first attempt. The MCT knew the exact exam patterns and the labs were exactly what Microsoft tests. Worth every penny.”

    Rahul M.

    Rahul M.

    Azure Administrator

    AZ-104 Certified ✓ Verified
  • ★★★★★

    “I trained 15 of my team members for SC-200. Koenig's on-site delivery was seamless and all 15 passed within 3 months.”

    Sarah K.

    Sarah K.

    CISO, Financial Services

    Enterprise Client ✓ Verified
  • ★★★★★

    “The 1-on-1 format was a game changer. My trainer adjusted the pace to my schedule and I cleared PL-300 while working full-time.”

    Ahmed R.

    Ahmed R.

    Business Intelligence Lead

    PL-300 Certified ✓ Verified
  • ★★★★★

    “From AZ-900 to AZ-305 in 6 months. Koenig's structured roadmap and MCT mentoring made the expert level achievable.”

    Priya S.

    Priya S.

    Cloud Solutions Architect

    AZ-305 Expert ✓ Verified
  • ★★★★★

    “As an L&D head I've used 5 training vendors. Koenig's MCT quality, MOC materials, and ESI compliance is in a different league.”

    James T.

    James T.

    Head of L&D, UK Enterprise

    100+ Learners Trained ✓ Verified
  • ★★★★★

    “SC-900 and SC-300 back to back — both cleared first try. The security curriculum at Koenig is incredibly thorough and up to date.”

    Aisha N.

    Aisha N.

    Security Analyst

    SC-300 Certified ✓ Verified
  • ★★★★★

    “AI-102 was daunting but the trainer broke it down perfectly. Real Azure OpenAI labs made the difference. Highly recommend.”

    David L.

    David L.

    AI Engineer

    AI-102 Certified ✓ Verified
  • ★★★★★

    “DP-600 Fabric certification done in 3 weeks of part-time study. The customised schedule around my timezone was a lifesaver.”

    Mei W.

    Mei W.

    Data Platform Engineer

    DP-600 Certified ✓ Verified
  • ★★★★★

    “Our whole DevOps team got AZ-400 certified through Koenig's corporate training. Smooth logistics and top-tier MCTs throughout.”

    Carlos R.

    Carlos R.

    Engineering Manager

    AZ-400 Team Training ✓ Verified
  • ★★★★★

    “Passed AZ-104 on first attempt. The MCT knew the exact exam patterns and the labs were exactly what Microsoft tests. Worth every penny.”

    Rahul M.

    Rahul M.

    Azure Administrator

    AZ-104 Certified ✓ Verified
  • ★★★★★

    “I trained 15 of my team members for SC-200. Koenig's on-site delivery was seamless and all 15 passed within 3 months.”

    Sarah K.

    Sarah K.

    CISO, Financial Services

    Enterprise Client ✓ Verified
  • ★★★★★

    “The 1-on-1 format was a game changer. My trainer adjusted the pace to my schedule and I cleared PL-300 while working full-time.”

    Ahmed R.

    Ahmed R.

    Business Intelligence Lead

    PL-300 Certified ✓ Verified
  • ★★★★★

    “Passed AZ-104 on first attempt. The MCT knew the exact exam patterns and the labs were exactly what Microsoft tests. Worth every penny.”

    Rahul M.

    Rahul M.

    Azure Administrator

    AZ-104 Certified ✓ Verified
  • ★★★★★

    “I trained 15 of my team members for SC-200. Koenig's on-site delivery was seamless and all 15 passed within 3 months.”

    Sarah K.

    Sarah K.

    CISO, Financial Services

    Enterprise Client ✓ Verified
  • ★★★★★

    “The 1-on-1 format was a game changer. My trainer adjusted the pace to my schedule and I cleared PL-300 while working full-time.”

    Ahmed R.

    Ahmed R.

    Business Intelligence Lead

    PL-300 Certified ✓ Verified
  • ★★★★★

    “From AZ-900 to AZ-305 in 6 months. Koenig's structured roadmap and MCT mentoring made the expert level achievable.”

    Priya S.

    Priya S.

    Cloud Solutions Architect

    AZ-305 Expert ✓ Verified
  • ★★★★★

    “As an L&D head I've used 5 training vendors. Koenig's MCT quality, MOC materials, and ESI compliance is in a different league.”

    James T.

    James T.

    Head of L&D, UK Enterprise

    100+ Learners Trained ✓ Verified
  • ★★★★★

    “SC-900 and SC-300 back to back — both cleared first try. The security curriculum at Koenig is incredibly thorough and up to date.”

    Aisha N.

    Aisha N.

    Security Analyst

    SC-300 Certified ✓ Verified
  • ★★★★★

    “From AZ-900 to AZ-305 in 6 months. Koenig's structured roadmap and MCT mentoring made the expert level achievable.”

    Priya S.

    Priya S.

    Cloud Solutions Architect

    AZ-305 Expert ✓ Verified
  • ★★★★★

    “As an L&D head I've used 5 training vendors. Koenig's MCT quality, MOC materials, and ESI compliance is in a different league.”

    James T.

    James T.

    Head of L&D, UK Enterprise

    100+ Learners Trained ✓ Verified
  • ★★★★★

    “SC-900 and SC-300 back to back — both cleared first try. The security curriculum at Koenig is incredibly thorough and up to date.”

    Aisha N.

    Aisha N.

    Security Analyst

    SC-300 Certified ✓ Verified
  • ★★★★★

    “AI-102 was daunting but the trainer broke it down perfectly. Real Azure OpenAI labs made the difference. Highly recommend.”

    David L.

    David L.

    AI Engineer

    AI-102 Certified ✓ Verified
  • ★★★★★

    “DP-600 Fabric certification done in 3 weeks of part-time study. The customised schedule around my timezone was a lifesaver.”

    Mei W.

    Mei W.

    Data Platform Engineer

    DP-600 Certified ✓ Verified
  • ★★★★★

    “Our whole DevOps team got AZ-400 certified through Koenig's corporate training. Smooth logistics and top-tier MCTs throughout.”

    Carlos R.

    Carlos R.

    Engineering Manager

    AZ-400 Team Training ✓ Verified
  • ★★★★★

    “AI-102 was daunting but the trainer broke it down perfectly. Real Azure OpenAI labs made the difference. Highly recommend.”

    David L.

    David L.

    AI Engineer

    AI-102 Certified ✓ Verified
  • ★★★★★

    “DP-600 Fabric certification done in 3 weeks of part-time study. The customised schedule around my timezone was a lifesaver.”

    Mei W.

    Mei W.

    Data Platform Engineer

    DP-600 Certified ✓ Verified
  • ★★★★★

    “Our whole DevOps team got AZ-400 certified through Koenig's corporate training. Smooth logistics and top-tier MCTs throughout.”

    Carlos R.

    Carlos R.

    Engineering Manager

    AZ-400 Team Training ✓ Verified

Frequently Asked Questions

Everything you need to know about the dp-604t00 training course

Is the certification exam included in the DP-604T00: Implement a Data Science and Machine Learning Solution for AI with Microsoft Fabric course fee?
The Microsoft certification exam is not included in the DP-604T00 course; you must purchase it separately. The Microsoft Fabric Analytics Engineer Associate exam (DP-600) costs $165 USD, with regional pricing variations. You must schedule and pay for your exam independently via Pearson VUE.
What training formats does Koenig offer for the DP-604T00: Implement a Data Science and Machine Learning Solution for AI with Microsoft Fabric course?
Koenig provides live online instructor-led training for DP-604T00 in 1-on-1 or group formats. Our Guaranteed-to-Run scheduling ensures your training proceeds as planned. Live sessions follow the official 1-day Microsoft curriculum, featuring intensive hands-on labs to build your practical expertise in Microsoft Fabric.
How long is lab access provided for the DP-604T00: Implement a Data Science and Machine Learning Solution for AI with Microsoft Fabric course?
You receive 30 days of post-course lab access using the Microsoft Learn cloud-hosted sandbox. This environment provides full, secure access to Microsoft Fabric workspaces, notebooks, Data Wrangler, and MLflow tools. This setup ensures you have uninterrupted time to practice your data science skills in a professional cloud environment.
What is the rescheduling and cancellation policy for the DP-604T00: Implement a Data Science and Machine Learning Solution for AI with Microsoft Fabric course?
Koenig allows free rescheduling for DP-604T00 if requested at least 7 days before the start date. Cancellations within 7 days incur a 15% administrative fee. Cancellations within 24 hours incur a 25% fee. This policy balances your need for scheduling flexibility with our commitment to maintaining high-quality training standards.
What is the format, question count, passing score, and time limit for the DP-600 certification exam?
The DP-600 exam features 40-60 questions, including multiple-choice, case studies, and interactive labs, with a 100-minute limit. You must achieve a passing score of 700 out of 1000. Proctored by Pearson VUE, this exam validates your proficiency in implementing analytics solutions using Microsoft Fabric.
How long is the Microsoft Fabric Analytics Engineer Associate certification valid, and what is the renewal process?
This certification remains valid for one year. You can renew it by passing a free online assessment on Microsoft Learn within six months of expiration. There is no renewal fee. If you fail to renew, the certification expires, and you must retake the DP-600 exam to regain your status.
What post-training support does Koenig provide after the DP-604T00: Implement a Data Science and Machine Learning Solution for AI with Microsoft Fabric course?
Koenig offers 90 days of post-training support, including access to expert mentors, recorded sessions, and community forums. You also receive comprehensive exam preparation guidance and one free retake option within six months, ensuring you have the resources necessary to achieve your Microsoft certification goals successfully.
What are the prerequisites for the DP-604T00: Implement a Data Science and Machine Learning Solution for AI with Microsoft Fabric course?
Prerequisites include familiarity with Python, core data science concepts, and open-source ML frameworks like scikit-learn. You should understand basic data analysis and machine learning workflows. While no prior Microsoft Fabric experience is required, foundational knowledge in data science will significantly improve your learning outcomes during this course.
What career opportunities and salary ranges are expected after completing the DP-604T00: Implement a Data Science and Machine Learning Solution for AI with Microsoft Fabric course?
This course prepares you for high-impact roles like Data Scientist or AI Engineer. In the U.S., these roles command annual salaries between $95,000 and $130,000. Mastering Microsoft Fabric skills is essential for modern cloud-based AI and data science positions, directly enhancing your job placement potential and long-term career advancement.
How does instructor-led training for DP-604T00: Implement a Data Science and Machine Learning Solution for AI with Microsoft Fabric compare to self-study?
Instructor-led training offers structured learning, real-time lab support, and expert mentorship, leading to faster skill acquisition and higher pass rates than self-study. While self-study provides flexibility, our live 1-day course ensures comprehensive coverage of Microsoft Fabric data science workflows, keeping you focused and efficient throughout your certification journey.
100%

Happiness Guarantee

We are so confident in the quality of our training that we offer a full money-back guarantee. Not satisfied? Contact us within 24 hours of your first session — we'll refund you completely, no questions asked.

Full Refund

Within 24 hours

No Questions

Asked ever

Secure Payment

Encrypted checkout

PCI DSS

Compliant