Microsoft Guaranteed-to-Run

DP-100T01: Designing and Implementing a Data Science Solution on Azure Advanced

The DP-100T01: Designing and Implementing a Data Science Solution on Azure course equips data scientists with proven methods to operationalize machine learning at scale on Microsoft Azure, solving the critical industry challenge of transitioning models from experimentation to production. Designed for professionals leveraging Python and frameworks like PyTorch or TensorFlow, it addresses a market where demand for certified Azure AI skills has grown 60% year-over-year according to Microsoft’s 2024 workforce report.

This course prepares learners for the Microsoft Certified: Azure Data Scientist Associate (DP-100) exam, with Koenig Solutions offering Guaranteed-to-Run live training and 30-day lab access to reinforce skills. Enrolling empowers data scientists to design, train, and deploy production-ready AI models on Azure, positioning them for roles in high-growth AI and machine learning domains.

32 Hours (4 Days)
Live Online / Classroom
6,161+ professionals trained

Training Formats & Pricing

1-on-1 USD 2,950
Dedicated instructor, your schedule Fastest
Public Batch USD 2,250
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-100T01: Designing and Implementing a Data Science Solution on Azure by Microsoft is a comprehensive course tailored for data scientists, AI engineers, and machine learning practitioners aiming to validate their expertise through the DP-100 certification. This course equips learners with the skills to design and run machine learning workloads on Azure, focusing on core responsibilities such as creating data science environments, training models, and managing scalable solutions. With Microsoft Azure commanding over 25% of the cloud AI services market, professionals certified in DP-100 are in high demand across industries leveraging cloud-based machine learning.

Students engage with key Microsoft technologies including Azure Machine Learning, Azure AI Foundry, MLflow, and Azure AI services such as Azure AI Search. Through hands-on labs in the Azure Portal, learners configure compute targets, create and manage workspaces, and build automated machine learning pipelines. A central project involves training, registering, and deploying an MLflow model to a managed online endpoint, simulating real-world deployment scenarios. These labs emphasize practical implementation of responsible AI principles, hyperparameter tuning, and Retrieval Augmented Generation (RAG) workflows within a fully integrated cloud environment.

This training prepares candidates for the Microsoft Azure Data Scientist Associate (DP-100) certification, a credential recognized globally for its rigor and alignment with industry standards. Certified professionals command an average starting salary of $125,000, reflecting the high value placed on cloud data science skills. Koenig Solutions enhances this learning path with Guaranteed-to-Run batches and official Microsoft courseware, ensuring structured, instructor-led mastery. Completing the DP-100T01 course empowers data science professionals to lead AI initiatives and advance into senior roles in cloud machine learning and generative AI development.

Skills You'll Gain

Azure Machine Learning MLflow Model Tracking Azure AI Foundry RAG Implementation Hyperparameter Tuning Prompt Engineering Model Deployment Automated Machine Learning Fine-tuning Language Models Azure AI Search Managed Online Endpoints Responsible AI Prompt Flow Development Vector Store Configuration Model Registry Data Grounding Generative AI Evaluation

Prerequisites

Recommended knowledge before taking this course
  • Basic understanding of Microsoft Azure cloud services and architecture
  • Experience deploying and managing cloud resources within Microsoft Azure
  • Proficiency in Python programming for data analysis and visualization with libraries like Pandas, Numpy, and Matplotlib
  • Practical experience training and validating machine learning models using frameworks such as Scikit-Learn, PyTorch, or TensorFlow
  • Knowledge of container technologies and their application in Azure environments
  • Completion of AI-900T00: Introduction to AI in Azure or comparable foundational AI expertise
Corporate Training
Get a Corporate Quote

Volume discounts · Dedicated account manager · Custom scheduling

Certification Exam

Everything you need to know about the DP-100T01 certification exam

Exam Details
Exam Name
DP-100T01: Designing and Implementing a Data Science Solution on Azure
Format
Multiple Choice Questions (MCQs) and Case Study-based Questions
Questions
40-60 questions
Duration
180 minutes
Passing Score
700 (out of 1000)
Validity
Does not expire (valid as long as the certification is offered)
Retake Policy
Candidates failing the DP-100: Designing and Implementing a Data Science Solution on Azure exam must wait 24 hours for the first retake. Subsequent attempts require a 14-day interval, with a strict limit of five attempts per 12-month period.
Let's Talk

Request for more information

DP-100T01: Designing and Implementing a Data Science Solution on Azure

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– Architecting Scalable Machine Learning Solutions (DP-100)
Utilize Azure Machine Learning SDK v2 for model development Implement data asset management and versioning Develop scalable Azure model deployment frameworks Implement enterprise machine learning operations workflows Provision secure Azure Machine Learning workspaces Optimize compute specs for ML performance Select high-performance Azure training services Analyze diverse data sources and formats Note: This curriculum maps directly to DP-100 exam objectives
2
Day 2– Mastering Azure Machine Learning Workspaces
Navigate the Azure Machine Learning studio Execute Python SDK workspace automation tasks Manage resources via Azure CLI tools Deploy production-ready Azure Machine Learning workspaces Catalog essential workspace assets and resources Execute scalable model training within Azure Integrate professional developer tool ecosystems Enforce rigorous workspace security protocols
3
Day 3– Optimizing Data and Compute Infrastructure
Streamline data access in Azure ML Configure secure enterprise data storage solutions Define data assets using URI references Manage high-availability compute target environments Deploy flexible Azure compute instance resources Scale workloads using managed compute clusters Select optimal compute for cost efficiency Deploy custom and curated environment packages
4
Day 4– Advanced Model Training and Optimization
Execute training scripts as command jobs Utilize Azure Machine Learning Designer for drag-and-drop workflows Manage model lifecycle via the Model Registry Monitor training cycles using MLflow tracking Automate experiments with Azure AutoML capabilities Streamline data preprocessing and feature engineering Benchmark and evaluate model performance metrics Execute hyperparameter tuning via sweep jobs

What's Included in Your Training

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

Career Outcomes

88%

of DP-100T01 certified professionals report career advancement within 6 months

Salary Impact

+28%

Average salary increase reported after obtaining the DP-100T01 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
  • Data Scientist
  • Machine Learning Engineer
  • Azure Data Scientist
  • AI Engineer
  • ML Ops Engineer
  • Cloud Data Scientist

Companies Hiring

5,000+
Microsoft Accenture Deloitte Infosys Wipro TCS Capgemini JP Morgan Goldman Sachs

and 5,000+ organizations worldwide seeking DP-100T01 certified professionals

Meet Your Instructor

👤
Kuldeep Singh
6+
Years Exp.
5,000+
Students
4.9
Avg Rating

With an academic background in Computer Science and extensive experience in training corporate clients worldwide, I have developed strong expertise across a wide range of platforms and technologies, including Azure, CertNexus, Databricks, and AWS. I am well-versed in programming languages such as Python, Python for Machine Learning, R, Julia, and other object-oriented programming languages. I also hold multiple certifications, including DP-100, AI-102, AI-900, AZ-204, AZ-220, AZ-400, machine learning associate in Databricks and the AWS Machine Learning Specialty. Since the last few years I am also working with agentic AI technology where we can create agents specific to some task and also generic agents using GUI platform and also using code-based approach.

For the past five years, I have been associated with Koenig, where I have delivered high-quality training to clients across various industries. My industry exposure, technical proficiency, and passion for continuous learning enable me to consistently deliver results and contribute significant value to any organization.

 

Associated with Koenig since February 2020.


 

 

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
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