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DP-090T00: Implementing a Machine Learning Solution with Microsoft Azure Databricks Intermediate

The DP-090T00: Implementing a Machine Learning Solution with <a href="microsoft-windows-azure-training-courses">Microsoft Azure</a> Databricks course is designed to teach learners how to leverage <a href="#topic16933"class='topicdatalink'>Azure Databricks</a> for <a href="#topic16934"class='topicdatalink'>Big data analytics</a> and integrate it with <a href="#topic16935"class='topicdatalink'>Azure Machine Learning</a> to build, train, and deploy <a href="machine-learning-training">machine learning</a> models. Throughout the course, participants gain hands-on experience in working with data, <a href="#topic16937"class='topicdatalink'>Training models</a>, <a href="#topic16938"class='topicdatalink'>Managing experiments</a>, and using <a href="#topic16939"class='topicdatalink'>MLflow</a> and <a href="#topic16935"class='topicdatalink'>Azure Machine Learning</a> for experiment tracking and <a href="#topic16940"class='topicdatalink'>Model deployment</a>.<br><br>By the end of this <a href="#topic16933"class='topicdatalink'>Azure Databricks</a> training, students will be adept at using the platform for <a href="machine-learning-training">machine learning</a> tasks, making them well-prepared for the <a href="#topic16933"class='topicdatalink'>Azure Databricks</a> certification. The course is beneficial for data scientists, data engineers, and anyone interested in <a href="machine-learning-training">machine learning</a> with a focus on practical application in the Azure ecosystem. Each module is structured with lessons that build upon one another, ensuring a comprehensive understanding of the subject matter.

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Course Overview

The Microsoft course DP-090T00: Implementing a Machine Learning Solution with Microsoft Azure Databricks is designed for data scientists and machine learning engineers who aim to leverage cloud-scale analytics and AI capabilities within the Azure ecosystem. While this course does not map to a specific certification exam, it delivers critical hands-on skills aligned with Microsoft’s data science and AI solution architecture best practices. Targeted at professionals such as data scientists, AI engineers, and cloud ML specialists, the course addresses the growing demand for expertise in scalable machine learning platforms. With Microsoft Azure capturing 24% of the global cloud market and over 18,000 companies adopting Azure Databricks, this training equips learners with in-demand skills recognized by leading enterprises including CVS Health and McKesson.

Participants in DP-090T00: Implementing a Machine Learning Solution with Microsoft Azure Databricks gain practical experience with core technologies including Azure Databricks, Azure Machine Learning, MLflow, Delta Lake, and Azure Blob Storage, all accessed through the Azure Portal. The course features hands-on labs where students provision an Azure Databricks workspace and cluster, prepare and analyze data using PySpark, train machine learning models, and track experiments using MLflow. A key project involves integrating Azure Databricks with Azure Machine Learning to deploy models into production environments, simulating real-world MLOps workflows. These labs are conducted in a live Azure environment, enabling learners to build, test, and manage end-to-end machine learning pipelines using official Microsoft tools and services.

Completing DP-090T00: Implementing a Machine Learning Solution with Microsoft Azure Databricks enhances career readiness for roles in AI and data science, where professionals with Databricks and Azure expertise command competitive salaries—senior data scientists earn median total compensation of $233,400, while machine learning engineers average $161,407 annually. Koenig Solutions strengthens this learning journey with a Guaranteed-to-Run enrollment model, ensuring training proceeds even with a single registrant, along with access to official Microsoft courseware and 1-on-1 instructor support. Graduates emerge prepared to design and operationalize scalable machine learning solutions on Azure, positioning them to lead AI innovation and drive data-driven decision-making in modern enterprises.

What You'll Learn

Provision scalable workspaces and compute clusters to support distributed machine learning workloads.
Execute data preparation pipelines using Spark SQL and Delta Lake to ensure high-quality input for modeling.
Develop and validate predictive models by leveraging native machine learning libraries within the Databricks environment.
Orchestrate experiment tracking and hyperparameter tuning using MLflow Tracking to optimize model performance.
Register models in the MLflow Model Registry to govern the lifecycle and versioning of production-ready assets.
Integrate Databricks with Azure Machine Learning to operationalize and deploy AI solutions at scale.

Skills You'll Gain

Azure Databricks Databricks Notebooks Databricks Clusters Apache Spark Delta Lake Databricks Runtime Data Exploration Data Preparation Feature Engineering MLflow Azure Databricks ML Model Training Model Evaluation Databricks Jobs Model Deployment Databricks AutoML Azure ML Integration

Prerequisites

Recommended knowledge before taking this course
  • Experience using Python to explore data and train machine learning models with Microsoft Azure Databricks
  • Familiarity with popular machine learning frameworks like Scikit-Learn, PyTorch, and TensorFlow in the context of Azure Databricks
  • Understanding of Apache Spark and its application in data processing and analytics within Azure Databricks environments
  • Completion of the 'Create machine learning models' learning path or equivalent hands-on experience with Microsoft Azure Databricks
  • Practical experience using Azure Databricks for data transformation, analysis, and visualization tasks
  • Knowledge of MLflow for managing the entire machine learning lifecycle on Microsoft Azure Databricks
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Certification Exam

Everything you need to know about the DP-090T00 certification exam

Exam Details
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Multiple choice, labs & case studies
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What's Included in Your Training

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

Career Outcomes

78%

of DP-090T00 certified professionals report career advancement within 6 months

Salary Impact

+24%

Average salary increase reported after obtaining the DP-090T00 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

5
  • Azure Databricks Engineer
  • Machine Learning Engineer
  • Data Engineer (Azure Databricks)
  • ML Solutions Architect
  • Azure AI Engineer

Companies Hiring

5,000+
Microsoft Accenture Deloitte Capgemini Infosys TCS JPMorgan Chase Goldman Sachs Cognizant EY

and 5,000+ organizations worldwide seeking DP-090T00 certified professionals

Real Transformations

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

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    Azure Administrator

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

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

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  • ★★★★★

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

    Carlos R.

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    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

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  • ★★★★★

    “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-090T00 training course

Is the certification exam included in the DP-090T00: Implementing a Machine Learning Solution with Microsoft Azure Databricks course fee?
The DP-090T00 course fee excludes the certification exam, which must be purchased separately. Microsoft exams typically cost $165 USD, subject to regional tax variations. As DP-090T00 is a retired training course, it lacks a direct exam; however, it builds core skills for the Azure Data Scientist Associate (DP-100) certification.
What training formats does Koenig offer for DP-090T00: Implementing a Machine Learning Solution with Microsoft Azure Databricks?
Koenig offers DP-090T00 via live instructor-led, classroom, 1-on-1, and self-paced Flexi formats, all featuring Guaranteed-to-Run scheduling. Live sessions provide real-time expert interaction, while Flexi formats offer on-demand flexibility. Global classroom options and personalized 1-on-1 sessions ensure your training schedule remains agile and fully guaranteed.
How long is lab access provided for DP-090T00: Implementing a Machine Learning Solution with Microsoft Azure Databricks?
Learners receive 6 months of lab access via the Koenig LET Platform. You will use Microsoft-hosted cloud sandboxes with active Azure subscriptions. This secure, production-equivalent environment allows hands-on mastery of Azure Databricks, MLflow, and Azure Machine Learning integration without the need for local software installation or complex configuration.
What is Koenig's rescheduling and cancellation policy for the DP-090T00: Implementing a Machine Learning Solution with Microsoft Azure Databricks course?
Rescheduling DP-090T00 is free if requested over 10 days before the start date. Changes or cancellations within 10 days incur a 50% fee. To maintain administrative accuracy, each course may only be rescheduled once, and all requests must be submitted in writing to ensure full policy compliance.
What is the format of the certification exam related to DP-090T00: Implementing a Machine Learning Solution with Microsoft Azure Databricks?
While DP-090T00 is retired, the aligned DP-100 Azure Data Scientist Associate exam features 40–60 questions. The 120-minute assessment includes case studies and performance-based tasks. Candidates must achieve a passing score of 700 out of 1,000 to earn their professional certification and validate their technical expertise.
How long is the certification associated with DP-090T00: Implementing a Machine Learning Solution with Microsoft Azure Databricks valid?
Although DP-090T00 does not confer a certification, the related Azure Data Scientist Associate credential remains valid for one year. You can renew this certification annually via a free online assessment on Microsoft Learn. This renewal process focuses on the latest Azure updates and carries no additional fees.
What post-training support does Koenig provide after completing DP-090T00: Implementing a Machine Learning Solution with Microsoft Azure Databricks?
Koenig offers 30 days of post-training support, providing access to expert mentors, recorded sessions, and curated learning resources. This support ensures you retain critical skills and receive exam guidance. Eligible learners may also qualify for course retakes, maximizing your investment in professional development and certification success.
What are the prerequisites for DP-090T00: Implementing a Machine Learning Solution with Microsoft Azure Databricks?
Success in DP-090T00 requires Python data manipulation experience and foundational machine learning knowledge. Microsoft recommends completing the 'Create machine learning models' learning path on Microsoft Learn before attending. This preparation ensures you are ready to effectively utilize Azure Databricks and MLflow during intensive hands-on lab sessions.
What is the career impact of completing DP-090T00: Implementing a Machine Learning Solution with Microsoft Azure Databricks?
Completing DP-090T00 prepares you for the Azure Data Scientist Associate (DP-100) certification, a credential linked to roles with salaries between $90,000 and $130,000. You will gain proficiency in scalable ML workflows, significantly enhancing your competitive edge and career opportunities within the high-growth fields of AI and cloud analytics.
How does instructor-led DP-090T00: Implementing a Machine Learning Solution with Microsoft Azure Databricks training compare to self-study?
Koenig’s instructor-led DP-090T00 training accelerates learning efficiency through structured guidance and expert mentorship. While self-study lacks real-time feedback, our programs typically achieve 90%+ pass rates. You will gain deeper confidence in applying Azure Databricks to complex ML solutions, significantly reducing your overall preparation time for professional certification.
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