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Microsoft Data Science Bootcamp for Freshers Beginner

The Microsoft Data Science Bootcamp for Freshers equips aspiring data scientists with hands-on skills in Azure Machine Learning, MLflow, and AI Foundry to design, train, and deploy machine learning models at cloud scale. Tailored for entry-level professionals, it bridges the gap between academic knowledge and industry demands, addressing the 35% projected job growth in data science roles through 2032 (U.S. Bureau of Labor Statistics). Learners gain practical expertise in data ingestion, model optimization, and MLOps workflows using real-world Azure tools.

This course prepares learners for the Microsoft Certified: Azure Data Scientist Associate certification, validating their ability to implement scalable machine learning solutions. Koenig Solutions offers official vendor-authorized courseware and 30-day lab access, ensuring mastery of DP-100 exam objectives. Graduates are positioned to pursue roles in AI engineering and cloud data science with stronger earning potential and industry recognition.

90 Hours (11 Days)
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Course Overview

The Microsoft Data Science Bootcamp for Freshers (course code dp-100t01) by Microsoft is a comprehensive training program designed to equip aspiring data professionals with the skills needed to design and implement data science solutions on Azure. This course prepares learners for the Microsoft Certified: Azure Data Scientist Associate certification, validating expertise in cloud-based machine learning workloads. It is ideal for entry-level data scientists, data analysts, and machine learning engineers seeking to launch their careers in AI and data science. With over 95% of Fortune 500 companies using Microsoft Azure, demand for certified Azure data professionals continues to grow, making this credential highly valuable in today’s job market.

Participants gain hands-on experience with key Microsoft technologies including Azure Machine Learning, MLflow, Azure AI services, Azure AI Foundry, and Azure Synapse Analytics within the Azure Portal lab environment. The bootcamp emphasizes practical learning through real-world projects, such as building an end-to-end machine learning pipeline that ingests, cleans, and analyzes large datasets, trains models using automated machine learning, and deploys them to managed endpoints. Students configure compute targets, track experiments using MLflow, and optimize language models using Retrieval Augmented Generation (RAG) and prompt flow, simulating actual industry workflows they will encounter in production environments.

This course directly prepares candidates for the DP-100 exam, which leads to the globally recognized Microsoft Certified: Azure Data Scientist Associate credential. Certified professionals report an average salary increase of 20-30%, with Azure data scientists earning median annual salaries between $110,000 and $140,000 according to recent industry surveys. Koenig Solutions enhances this official Microsoft curriculum with Guaranteed-to-Run batches and optional 1-on-1 training, ensuring personalized attention and flexible scheduling. Upon completion, graduates are well-positioned to pursue roles such as Junior Data Scientist, AI Analyst, or Machine Learning Engineer, ready to contribute to enterprise AI initiatives from day one.

What You'll Learn

✓Architect scalable machine learning solutions on Azure to address complex data challenges, aligning with DP-100 certification standards.
✓Provision and configure Azure Machine Learning workspace assets to establish a secure and efficient environment for AI development.
✓Analyze datasets using Azure Machine Learning notebooks to identify patterns and prepare data for model training.
✓Orchestrate automated model selection processes using Azure Machine Learning to optimize performance and accuracy.
✓Construct and execute Azure Machine Learning pipelines to streamline training workflows and improve model reproducibility.
✓Deploy trained models to managed endpoints in Azure to ensure scalable, reliable, and production-ready AI services.

Prerequisites

Recommended knowledge before taking this course
  • Basic understanding of cloud computing concepts and Microsoft Azure portal navigation, essential for the Microsoft Azure Data Scientist Associate (DP-100) Preparation Course.
  • Foundational proficiency in Python programming, including basic data structures and logic, crucial for success in the course.
  • Basic knowledge of SQL for data querying and manipulation, vital for excelling in the course.
  • High school or undergraduate-level mathematics, including basic statistics and algebra, a key part of the course.
  • Familiarity with data analysis concepts such as cleaning and visualization, important for practical application in the course.
  • AI-900: Microsoft Azure AI Fundamentals certification or equivalent experience, a recommended prerequisite for enrolling in the course.
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Certification Exam

Everything you need to know about the dp-100t01 certification exam

Exam Details
Exam Name
DP-100: Designing and Implementing a Data Science Solution on Azure
Format
Multiple Choice Questions (MCQs)
Questions
40-60 questions
Duration
180 minutes
Passing Score
700 (out of 1000)
Validity
1 year (can be renewed)
Retake Policy
Microsoft allows a retake after 24 hours for the first attempt; subsequent retakes follow the official Microsoft Exam Retake Policy with longer waiting periods.
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Course Curriculum

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

1
Day 1– Designing and Implementing a Data Science Solution on Azure (DP-100 Alignment)
Implement data ingestion using Azure Data Factory and Azure Databricks Define machine learning objectives mapped to DP-100 certification standards Select optimal model training services within the Azure ecosystem Evaluate scalable cloud compute options for data science workloads Design secure model deployment workflows using Azure ML endpoints Architect scalable MLOps infrastructure for lifecycle management Implement proactive monitoring and retraining strategies By the end of Day 1, students will be able to architect end-to-end data science solutions aligned with DP-100 objectives.
2
Day 2– Mastering Azure Machine Learning Workspaces (DP-100 Alignment)
Provision Microsoft Data Science Bootcamp for Freshers workspaces Manage critical workspace resources and access control via RBAC Navigate the Azure ML Studio interface for experiment tracking Automate workspace tasks using the Azure ML Python SDK v2 Execute CLI-based workspace management for CI/CD integration Configure secure enterprise datastores and managed identities Deploy reusable cloud data assets and versioning Master URI formats for secure data access in Azure ML By the end of Day 2, students will be able to configure and secure Azure ML workspaces according to DP-100 requirements.
3
Day 3– Optimizing Compute and Training Environments (DP-100 Alignment)
Provision high-performance compute instances for development Scale training workloads with Azure ML compute clusters Select cost-effective compute targets for specific model types Leverage pre-built curated environments for faster deployment Build custom reproducible Docker-based environments Optimize environments for model training performance Execute notebooks on compute instances for rapid prototyping Integrate Synapse Spark pools for large-scale data processing By the end of Day 3, students will be able to manage and optimize compute resources for training models as required by the DP-100 exam.
4
Day 4– Automated Training and Model Lifecycle (DP-100 Alignment)
Execute Automated Machine Learning (AutoML) experiments Configure advanced featurization and preprocessing for AutoML Benchmark and validate AutoML models against performance metrics Train complex models via Jupyter notebooks and SDK Track training metrics and artifacts using MLflow integration Refactor notebooks into production-ready training scripts Run training scripts as command jobs for reproducibility Parameterize jobs for scalable training across datasets By the end of Day 4, students will be able to execute and manage model training lifecycles, fulfilling core DP-100 exam competencies.

What's Included in Your Training

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

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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

    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.”

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    Sarah K.

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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.”

    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.”

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    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

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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

Frequently Asked Questions

Everything you need to know about the dp-100t01 training course

Is the DP-100 certification exam included in the Microsoft Data Science Bootcamp for Freshers training cost?
No, the DP-100 exam is not included in the Microsoft Data Science Bootcamp for Freshers fee. You must purchase the $165 USD exam separately via Pearson VUE. Candidates independently schedule their certification exam after finishing this Microsoft training to validate their skills.
What training formats are available for the Microsoft Data Science Bootcamp for Freshers, and is there a Guaranteed-to-Run option?
The Microsoft Data Science Bootcamp for Freshers offers live online and classroom training with Guaranteed-to-Run scheduling. Koenig ensures batches proceed as planned. You receive 1-on-1 personalized instruction and flexible timing, ensuring hands-on guidance without delays from low enrollment.
How long is lab access provided during and after the Microsoft Data Science Bootcamp for Freshers, and what type of environment is used?
You get 30 days of lab access for the Microsoft Data Science Bootcamp for Freshers using cloud-hosted Azure sandboxes. These Microsoft Learn and Azure Machine Learning workspaces provide real-time access to AI services, MLflow, and compute resources for model training and deployment.
What is Koenig's rescheduling and cancellation policy for the Microsoft Data Science Bootcamp for Freshers?
Koenig allows free rescheduling of the Microsoft Data Science Bootcamp for Freshers up to 7 days before starting. Cancellations over 10 days prior earn a full refund minus a $100 fee. Cancellations within 7–10 days incur a 50% charge; within 7 days, they are non-refundable.
What is the format, number of questions, passing score, and time limit for the DP-100 exam required after completing the bootcamp?
The DP-100 exam is a 100-minute assessment featuring 40–60 questions, including code completion and scenario-based items. You need a 700 score to pass. This Microsoft exam evaluates your ability to design machine learning solutions and optimize AI applications on Azure.
How long is the Microsoft Certified: Azure Data Scientist Associate certification valid, and how can it be renewed?
The Microsoft Certified: Azure Data Scientist Associate certification is valid for one year. You renew it by passing a free online assessment on Microsoft Learn. Eligibility begins six months before expiration, covering updates in Azure Machine Learning, automated ML, and generative AI features.
What post-training support does Koenig offer after completing the Microsoft Data Science Bootcamp for Freshers?
After the Microsoft Data Science Bootcamp for Freshers, Koenig provides 6 months of mentorship and access to recorded sessions. You receive career guidance, resume support, and one free course retake within 12 months to ensure your long-term job readiness and technical mastery.
What are the prerequisites or prior experience required to enroll in the Microsoft Data Science Bootcamp for Freshers?
You need foundational Python, basic statistics, and machine learning knowledge for the Microsoft Data Science Bootcamp for Freshers. Familiarity with pandas and Matplotlib is recommended. We include preparatory modules to help bridge these technical gaps for freshers entering the data science field.
What salary increase or job opportunities can graduates expect after completing the Microsoft Data Science Bootcamp for Freshers and earning the DP-100 certification?
Graduates of the Microsoft Data Science Bootcamp for Freshers earning the DP-100 certification qualify for roles like Junior Data Scientist. Starting salaries range from $75,000 to $95,000 annually. Certification holders report a 20–30% increase in employability for competitive, cloud-focused AI career paths.
How does the Microsoft Data Science Bootcamp for Freshers compare to self-study for preparing for the DP-100 exam?
The Microsoft Data Science Bootcamp for Freshers provides structured, expert-led training that outperforms self-study. While self-study takes 3–6 months, our bootcamp accelerates your preparation to 4 weeks. You gain hands-on lab access, real-world project experience, and mentorship to ensure exam success.

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