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DP-3007: Train and Deploy a Machine Learning Model with Azure Machine Learning Intermediate

The DP-3007 certification likely refers to a credential offered by <a href="microsoft-windows-azure-training-courses">Microsoft Azure</a> to validate an individual's skills in training and <a href="#topic24985"class='topicdatalink'>Deploying machine learning models</a> using <a href="#topic24983"class='topicdatalink'>Azure Machine Learning services</a>. Although specific details about the DP-3007 are not available as per the knowledge cutoff in 2023, certifications of this nature typically confirm that the holder can effectively utilize Azure's cloud platform to develop, manage, and deploy AI solutions. Industries use this expertise to leverage Azure’s powerful computational resources and integrated tools for efficient <a href="data-processing-certification-training-courses">data processing</a>, <a href="#topic24987"class='topicdatalink'>Scalable machine learning model training</a>, and <a href="#topic24988"class='topicdatalink'>Seamless deployment</a>, enhancing their analytics capabilities and driving innovation while ensuring cost-effective and secure <a href="#topic24989"class='topicdatalink'>AI implementations</a>.

8 Hours (1 Days)
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Course Overview

The DP-3007: Train and Deploy a Machine Learning Model with Azure Machine Learning course by Microsoft is designed for data scientists, AI engineers, and machine learning practitioners seeking to master end-to-end model development in the cloud. This applied skills training prepares learners for the Microsoft Applied Skills credential, focusing on real-world implementation of machine learning workflows using Azure Machine Learning. With over 700,000 job listings seeking Microsoft technical skills, this course equips professionals with in-demand expertise to meet industry needs. It is ideal for individuals aiming to validate their ability to operationalize machine learning models within enterprise environments using Microsoft’s AI and cloud technologies.

Students engage with core Azure services including Azure Machine Learning studio, compute instances and clusters, datastores, MLflow for tracking, managed online endpoints, and curated environments—all accessed through the Azure Portal. The hands-on labs guide learners through configuring a workspace, preparing data assets, running training scripts as command jobs, tracking model metrics with MLflow, and deploying models to real-time endpoints. A key project involves building and registering an MLflow model, then deploying it to a managed online endpoint for inferencing, simulating real-world MLOps scenarios. These practical exercises ensure participants gain direct experience with the tools and processes used in production AI environments.

This training leads to the Microsoft Applied Skills credential for DP-3007, a recognized validation of practical cloud AI proficiency that enhances career advancement in high-growth fields like AI engineering and data science. Professionals with Azure AI skills command competitive salaries, with AI engineers in the U.S. averaging over $125,000 annually according to industry data. Koenig Solutions supports success with official Microsoft courseware, Guaranteed-to-Run batches, and personalized 1-on-1 training options. Completing DP-3007 positions learners to confidently deploy machine learning solutions in production and pursue advanced Azure AI certifications.

What You'll Learn

Make data accessible within Azure Machine Learning to streamline your AI workflows
Set up and optimize compute targets in Azure Machine Learning for faster training
Execute training scripts as command jobs in Azure Machine Learning to improve efficiency
Monitor model training progress using MLflow integrated with Azure Machine Learning
Register MLflow models in Azure Machine Learning to manage your AI assets securely
Deploy models to scalable online endpoints using Azure Machine Learning for real-time predictions

Skills You'll Gain

Azure Machine Learning Azure ML Workspaces Data Assets Compute Targets Azure Environments Training Scripts MLflow Tracking Experiment Tracking Model Metrics Model Registration Model Deployment Online Endpoints Azure ML Endpoints Real-time Inference Endpoint Consumption Azure ML SDK MLOps Workflows

Prerequisites

Recommended knowledge before taking this course
  • Basic understanding of Python programming for script development is essential for mastering DP-3007: Train and Deploy a Machine Learning Model with Azure Machine Learning by Microsoft, enabling learners to develop and deploy models efficiently.
  • Familiarity with core machine learning concepts such as training and inference is crucial for effectively implementing AI solutions with Microsoft Azure Machine Learning in the DP-3007 course.
  • Understanding of cloud computing fundamentals and Microsoft Azure services is vital, as this knowledge underpins the deployment and management of machine learning models in Azure environments, as covered in the Microsoft DP-3007 training.
  • Experience working with data in cloud environments helps learners handle large datasets and optimize model training processes in Azure Machine Learning, a key focus of the Microsoft course.
  • Ability to navigate and use the Azure portal is necessary for managing resources and deploying models seamlessly, aligning with the practical skills taught in DP-3007 by Microsoft.
  • Access to an active Microsoft Azure subscription for hands-on labs ensures learners can practice deploying and managing machine learning models in real-world Azure environments, a core component of the DP-3007 course.
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Certification Exam

Everything you need to know about the DP-3007 certification exam

Exam Details
Exam Name
Format
Multiple choice, labs & case studies
Questions
Duration
Passing Score
Validity
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DP-3007: Train and Deploy a Machine Learning Model with Azure Machine Learning

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Course Curriculum

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

1
Day 1– Master Data Access in DP-3007: Train and Deploy a Machine Learning Model with Azure Machine Learning
Access data via URIs Connect cloud data sources Configure Azure datastores Build reusable data assets Optimize training data assets Analyze Azure ML datasets Register workspace data assets Lab: Manage Azure ML data
2
Day 2– Optimize Compute Targets for Microsoft DP-3007 Training
Select optimal compute targets Deploy compute instances efficiently Provision scalable compute clusters Streamline training compute management Scale resources per demand Track compute resource usage Secure cloud compute environments Lab: Configure compute resources
3
Day 3– Manage Environments in DP-3007: Train and Deploy a Machine Learning Model with Azure Machine Learning
Master Azure ML environments Leverage curated environment templates Develop custom environment configurations Define critical environment dependencies Integrate Docker container environments Register workspace environment versions Ensure model training reproducibility Lab: Build custom environments
4
Day 4– Execute Model Training and Tracking via Microsoft DP-3007
Refactor notebooks into scripts Execute scalable command jobs Implement command job parameters Track metrics using MLflow Log parameters and artifacts Visualize runs in Studio Evaluate model performance metrics Lab: Track jobs with MLflow
5
Day 5– Deploy Production Models with DP-3007: Train and Deploy a Machine Learning Model with Azure Machine Learning
Log production MLflow models Utilize standard MLmodel format Register workspace MLflow models Deploy managed online endpoints Execute custom model deployments Validate endpoints with data Monitor deployed model performance Lab: Deploy MLflow online endpoints

What's Included in Your Training

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

Career Outcomes

78%

of DP-3007 certified professionals report career advancement within 6 months

Salary Impact

+22%

Average salary increase reported after obtaining the DP-3007 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
  • Machine Learning Engineer
  • Azure Data Scientist
  • MLOps Engineer
  • AI Engineer
  • Azure ML Specialist
  • Data Scientist

Companies Hiring

5,000+
Microsoft Accenture Deloitte Infosys Capgemini JPMorgan Chase Goldman Sachs IBM PwC TCS

and 5,000+ organizations worldwide seeking DP-3007 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.

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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.”

    Rahul M.

    Rahul M.

    Azure Administrator

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  • ★★★★★

    “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

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  • ★★★★★

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

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    Priya S.

    Cloud Solutions Architect

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  • ★★★★★

    “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.”

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    James T.

    Head of L&D, UK Enterprise

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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.”

    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.”

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    David L.

    AI Engineer

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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.”

    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
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