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DP-3014: Build Machine Learning Solutions Using Azure Databricks Intermediate

DP-3014: Build Machine Learning Solutions Using Azure Databricks equips data scientists and AI engineers with skills to build, train, and deploy scalable ML models using Azure Databricks, addressing the industry’s urgent need for AI talent—Microsoft reports over 2 million AI-related job postings globally in 2024. This course bridges the gap between theoretical knowledge and production-grade model deployment.

This Microsoft-authored training prepares learners for real-world ML engineering challenges and supports certification pathways in Azure AI. Koenig Solutions enhances this with Guaranteed-to-Run schedules and 30-day lab access, ensuring hands-on mastery. Enroll to accelerate your career in the rapidly expanding field of enterprise AI.

8 Hours (1 Days)
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1-on-1 USD 850
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Public Batch USD 650
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Self-Paced USD 199
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Course Overview

The Microsoft course DP-3014: Build Machine Learning Solutions Using Azure Databricks is designed for data scientists and AI engineers seeking to implement scalable machine learning solutions on Microsoft's cloud platform. This intermediate-level learning path covers the end-to-end machine learning lifecycle within Azure Databricks, a cloud-scale platform co-developed by Microsoft and the creators of Apache Spark. Targeted at roles such as Data Scientist, AI Engineer, and Machine Learning Engineer, the course addresses a growing market demand, with over 85% of Fortune 500 companies now leveraging Azure Databricks for unified data analytics and AI workloads. Participants will gain hands-on experience building, training, and deploying machine learning models at scale, preparing them for real-world challenges in enterprise AI deployment.

Students in the DP-3014: Build Machine Learning Solutions Using Azure Databricks course work directly with core technologies including Azure Databricks, Apache Spark, MLflow, AutoML, Optuna, and deep learning frameworks like PyTorch and TensorFlow. The hands-on labs, conducted in the Azure Portal and Azure Databricks workspace environment, guide learners through configuring Spark clusters, training models, and managing experiments. A key project involves using AutoML and MLflow to automate model training and track performance metrics, culminating in a production-ready deep learning model for tasks like computer vision or natural language processing. This practical experience ensures that learners build tangible skills in tuning hyperparameters, distributing training with Horovod, and managing the full model lifecycle within a collaborative cloud environment.

While the DP-3014: Build Machine Learning Solutions Using Azure Databricks course does not lead to a standalone certification, it provides foundational knowledge for the Microsoft Certified: Azure AI Engineer Associate credential, a globally recognized qualification in the AI field. Professionals with these skills command strong salaries, with AI Engineers in the U.S. averaging $135,000 annually according to recent market data. Koenig Solutions enhances this learning with its Guaranteed-to-Run schedule and official Microsoft courseware, ensuring reliable access to up-to-date training. Completing this Microsoft course equips learners to drive innovation in data-driven organizations, positioning them for advancement into senior AI and machine learning roles.

What You'll Learn

Architect Azure Databricks workloads and cluster configurations within the Microsoft DP-3014: Build Machine Learning Solutions Using Azure Databricks course to support scalable AI infrastructure.
Execute Apache Spark data processing operations in Azure Databricks to construct high-performance machine learning pipelines within the Microsoft cloud environment.
Train machine learning models using Azure Databricks, utilizing distributed training frameworks to accelerate model development cycles.
Implement MLflow for model tracking and registry management in Azure Databricks to govern the end-to-end lifecycle of AI models in enterprise settings.
Configure hyperparameter optimization using Optuna in Azure Databricks to automate model performance tuning and improve predictive accuracy.
Deploy deep learning models using TorchDistributor in Azure Databricks to execute distributed training and inference for complex neural networks.

Prerequisites

Recommended knowledge before taking this course
  • Experience using Python for data exploration and building machine learning models
  • Familiarity with popular frameworks like Scikit-Learn, PyTorch, and TensorFlow in the context of Azure Databricks
  • Understanding of Apache Spark for scalable data processing and analytics within Azure Databricks environments
  • Experience with MLflow for managing the full lifecycle of machine learning projects on Azure Databricks
  • Completion of the 'Create machine learning models' learning path or equivalent knowledge, aligned with Microsoft Azure Data and AI certifications
  • Ability to perform hyperparameter tuning using automated tools like Optuna, integrated with Azure Databricks workflows
  • Active Azure subscription access for deploying and managing cloud resources
  • Basic knowledge of Azure Data Lake Storage (ADLS) Gen2 for data ingestion and storage
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Certification Exam

Everything you need to know about the DP-3014 certification exam

Exam Details
Exam Name
DP-3014
Format
Multiple choice, labs & case studies
Questions
Duration
Passing Score
Validity
Retake Policy
Not applicable
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DP-3014: Build Machine Learning Solutions Using Azure Databricks

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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

85%

of DP-3014 certified professionals report career advancement within 6 months

Salary Impact

+28%

Average salary increase reported after obtaining the DP-3014 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
  • Machine Learning Engineer
  • Data Scientist
  • ML Operations Engineer
  • Cloud Data Scientist
  • Azure ML Engineer

Companies Hiring

5,000+
Microsoft Accenture Deloitte Capgemini Databricks Inc. Cognizant IBM Amazon Web Services (AWS) Infosys Goldman Sachs

and 5,000+ organizations worldwide seeking DP-3014 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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    “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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    “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-3014 training course

Is the certification exam included in the DP-3014: Build Machine Learning Solutions Using Azure Databricks training, and what is the exam fee?
The certification exam is not included in the DP-3014: Build Machine Learning Solutions Using Azure Databricks course and must be purchased separately. The Microsoft Certified: Azure Databricks Data Engineer Associate exam costs $165 USD, depending on the region. Candidates are responsible for scheduling and paying for the exam directly through the official Microsoft certification portal.
What training formats does Koenig offer for DP-3014: Build Machine Learning Solutions Using Azure Databricks, and is Guaranteed-to-Run scheduling available?
Koenig offers DP-3014: Build Machine Learning Solutions Using Azure Databricks in live online 1-on-1, classroom, and self-paced Flexi formats. All formats include Guaranteed-to-Run scheduling, ensuring the course proceeds as planned without cancellations. This allows learners to confidently commit to their training schedule with guaranteed availability of expert instructors and essential learning resources.
How long is lab access provided, and what environment is used for DP-3014: Build Machine Learning Solutions Using Azure Databricks labs?
Koenig provides 30 days of lab access for DP-3014: Build Machine Learning Solutions Using Azure Databricks using Microsoft's official Azure sandbox environment. This cloud-based platform allows hands-on practice with Azure Databricks without requiring an Azure Pass. Students receive multiple lab launches to explore real-world data engineering and machine learning workflows in a secure, vendor-hosted environment.
What is Koenig's rescheduling and cancellation policy for DP-3014: Build Machine Learning Solutions Using Azure Databricks?
Koenig allows free rescheduling of DP-3014: Build Machine Learning Solutions Using Azure Databricks with more than 7 days' notice. Changes within 7 days incur a $50 fee, and cancellations within 10 days trigger a 50% fee. Each enrollment permits one reschedule. This policy balances flexibility with operational planning, ensuring minimal disruption to your professional training schedule.
What is the format, number of questions, time limit, and passing score for the DP-3014: Build Machine Learning Solutions Using Azure Databricks certification exam?
The Microsoft Certified: Azure Databricks Data Engineer Associate exam includes approximately 40-60 questions, combining multiple-choice, drag-and-drop, and case studies. Candidates have 120 minutes to complete the proctored exam. The passing score is 700 out of 1000, reflecting a rigorous assessment of your data engineering and machine learning skills on Azure Databricks.
How long is the Microsoft Azure Databricks certification valid, and what is the renewal process?
The Microsoft Certified: Azure Databricks Data Engineer Associate certification is valid for one year. To renew, candidates must pass a free online renewal assessment on Microsoft Learn within six months before expiration. There is no renewal fee, but failing to renew requires retaking the full exam to regain your official Microsoft certification status.
What post-training support does Koenig provide after completing DP-3014: Build Machine Learning Solutions Using Azure Databricks?
Koenig provides 30 days of post-training support for DP-3014: Build Machine Learning Solutions Using Azure Databricks, including access to instructors for doubt clearance, recorded sessions, and practice test questions. Learners also receive a certificate of completion and access to exam preparation materials, ensuring continued learning and readiness for the certification exam after course completion.
What are the prerequisites or prior experience needed for the DP-3014: Build Machine Learning Solutions Using Azure Databricks course?
The DP-3014: Build Machine Learning Solutions Using Azure Databricks course requires prior experience with Python for data exploration and training machine learning models using frameworks like Scikit-Learn, PyTorch, or TensorFlow. Familiarity with Apache Spark and cloud analytics is recommended. Microsoft suggests completing the 'Create machine learning models' learning path before starting this intermediate-level course.
What career impact and salary increase can be expected after completing DP-3014: Build Machine Learning Solutions Using Azure Databricks and earning the certification?
Completing DP-3014: Build Machine Learning Solutions Using Azure Databricks and earning the Microsoft Certified: Azure Databricks Data Engineer Associate certification can lead to roles such as Data Engineer or AI Engineer, with average salaries ranging from $95,000 to $130,000 in the U.S. The certification validates in-demand skills in big data and machine learning on Azure, enhancing career advancement opportunities.
How does instructor-led DP-3014: Build Machine Learning Solutions Using Azure Databricks training compare to self-study in terms of exam success and skill retention?
Instructor-led DP-3014: Build Machine Learning Solutions Using Azure Databricks training at Koenig offers structured learning, real-time doubt resolution, and hands-on labs, leading to higher exam success rates compared to self-study. With a 30-day lab access period, guided exercises, and post-training support, learners achieve better skill retention and practical proficiency than with unguided online resources.
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