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Master Data Science & Artificial Intelligence (DS & AI) Certification

Master machine learning and data pipelines with Data Science & Artificial Intelligence (DS & AI). Prepare for the CompTIA DataAI (DY0-001) exam through expert-led, hands-on training.

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Data Science & Artificial Intelligence (DS & AI)

Explore Data Science & Artificial Intelligence (DS & AI) certification and training courses — delivered live by certified instructors.

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Browse all certification courses across Microsoft, Cisco, AWS, CompTIA, VMware and more
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Associate
AB-100T00: Architecting agentic AI business solutions
AB-100T00 3 days · 24hrs
8,187+ 4.7 USD 1,150
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Associate
AB-731T00 Drive AI transformation in your organization
1 day · 8hrs
1,879+ 4.9 USD 600
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Associate
AI-901T00-A: Introduction to AI in Azure
AI-901T00-A 1 day · 8hrs
4,156+ 4.6 USD 600
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Associate
AI-300T00: Operationalize machine learning and generative AI solutions
AI-300T00 4 days · 32hrs
8,322+ 4.7 USD 1,450
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Associate
AI-3026: Develop AI Agents on Azure
AI-3026 1 day · 8hrs
4,593+ 4.8 USD 650
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Associate
DW-200: Accelerate Agentic AI
DW-200 3 days · 20hrs
4,726+ 4.6 USD 1,200
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Fundamentals
AI-3016: Develop Generative AI Apps in Azure
AI-3016 1 day · 8hrs
1,114+ 4.9 USD 650
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Associate
GH-600T00-A: Developing in Agentic AI Systems
GH-600T00-A 1 day · 8hrs
1,241+ 4.6 USD 650
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Associate
AI-103T00: Develop AI apps and agents on Azure Exam Prep
AI-103T00 1 day · 4hrs
2,697+ 4.7 USD 100
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Associate
DW-230 - Lead the Conversation: Enable AI-Driven Transformation with Agentic AI in Azure AI Foundry
1 day · 4hrs
6,665+ 4.5 USD 600
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Associate
AB-100: Agentic AI Business Solutions Architect Exam Prep
AB-100 1 day · 4hrs
3,089+ 4.9 USD 600
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Associate
DP-3014: Build Machine Learning Solutions Using Azure Databricks
DP-3014 1 day · 8hrs
8,103+ 4.8 USD 650
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Data Science & Artificial Intelligence (DS & AI) Certification Training with Koenig Solutions

Course Overview

What is Data Science & Artificial Intelligence (DS & AI)?

Data Science & Artificial Intelligence (DS & AI) is a comprehensive technology domain focused on extracting insights from data and building intelligent systems that learn from experience, published by leading cloud and software providers to solve complex decision-making problems. It sits at the core of modern data-driven enterprises, enabling automation, prediction, and advanced analytics across business operations. Key components include Data Science Workshop (DSW) for interactive model development, Distributed Learning Cluster (DLC) for scalable training jobs, Elastic Algorithm Service (EAS) for deploying models as inference endpoints, Model Gallery for zero-code large model deployment, Intelligent Tagging (iTAG) for data labeling, and Designer for visual, drag-and-drop model building with built-in algorithms. These services collectively support the full AI lifecycle from data preparation to production deployment. This technology is for data scientists, machine learning engineers, and AI developers who need unified tools to build, train, and deploy models efficiently using both open-source frameworks and managed platforms.

Python Programming

Write functions, use lists and dictionaries, and apply object-oriented programming in Python

Linear Algebra

Perform matrix operations, understand vectors, and apply concepts like eigenvalues and eigenvectors

Calculus Fundamentals

Apply single- and multivariable calculus, including derivatives, integrals, and the chain rule

Probability Theory

Work with probability distributions, conditional probability, and foundational statistical inference

Data Structures

Implement and manipulate lists, trees, stacks, and queues in algorithmic problem solving

Statistical Modeling

Build linear models, perform regression analysis, and interpret statistical significance

Who Should Take This Course?

Data Scientists

Apply machine learning and statistical models to extract insights from complex data

Data Engineers

Design and build data pipelines and lakehouse architectures for AI workloads

Machine Learning Engineers

Train, deploy and monitor scalable machine learning models in production environments

AI Engineers

Develop deep learning models and generative AI applications using LLMs

AI Solution Architects

Design end-to-end AI solutions and integrate them with enterprise systems

AI Ethicists

Ensure AI systems are transparent, fair and compliant with ethical standards

Career Outcomes

What Data Science & Artificial Intelligence (DS & AI) Certification Opens Up For You

Based on industry data from certified Data Science & Artificial Intelligence (DS & AI) professionals worldwide

37%

of industry-wide data professionals reported a salary increase following advanced certification.

Salary Impact
+24%

Average salary increase reported after obtaining a Data Science & Artificial Intelligence (DS & AI) certification

Typical Salary Range (Global)
Entry
$75,000–$95,000
Mid
$95,000–$120,000
Senior
$120,000–$145,000

*Source: Glassdoor / LinkedIn 2025

Job Roles
  • Data Scientist
  • AI Engineer
  • Data Analyst
  • Machine Learning Engineer
  • Data Engineer
  • AI Specialist
  • NLP Engineer
  • Computer Vision Engineer
  • Data Architect
  • AI Prompt Engineer
Companies Hiring
Google Amazon Microsoft IBM Capgemini Genpact Myntra Goldman Sachs Deloitte Accenture Tata Consultancy Services Wipro Infosys HCL Technologies Cognizant Paytm

and 5,000+ organisations worldwide seeking Data Science & Artificial Intelligence (DS & AI) certified professionals

The building blocks every Data Science & Artificial Intelligence (DS & AI) solution is made of

01
Data Layer
The Data Layer in Data Science & Artificial Intelligence (DS & AI) manages collection, storage, and preprocessing using industry-standard tools like Snowflake and Apache Spark. This layer ensures data integrity, reducing model bias by 20% through automated governance, while maintaining throughput expectations of over 10TB per hour for large-scale pipelines.
02
Model Development
Model Development in Data Science & Artificial Intelligence (DS & AI) focuses on designing and optimizing systems using AWS SageMaker and advanced frameworks. By streamlining the training lifecycle, this layer improves model convergence speed by 30%, ensuring high-performance predictive accuracy that meets rigorous industry benchmarks.
03
Infrastructure Layer
The Infrastructure Layer in Data Science & Artificial Intelligence (DS & AI) provides scalable computing via Kubernetes and cloud-native GPU clusters. This architecture optimizes resource utilization, typically achieving a 40% increase in computational efficiency and supporting sub-millisecond latency for real-time inference workloads.
04
Application Layer
The Application Layer in Data Science & Artificial Intelligence (DS & AI) integrates models into production via robust APIs and microservices. By leveraging scalable deployment patterns, this layer ensures 99.9% system availability and delivers actionable insights through high-performance dashboards that handle thousands of concurrent user requests.
Vector & Object Storage
Our Data Science & Artificial Intelligence (DS & AI) training utilizes vector databases like Pinecone and Milvus alongside object storage to persist embeddings, metadata, and unstructured data. By leveraging frameworks like LangChain, these integrations significantly reduce data preprocessing overhead and accelerate model training time for high-performance AI workflows.
Enterprise Connectors & APIs
Accelerate your Data Science & Artificial Intelligence (DS & AI) projects using production-ready connectors for platforms like Snowflake, Databricks, or AWS S3. Seamlessly integrate external systems via REST APIs, OAuth, and webhooks to streamline your data pipelines and minimize latency in data ingestion.
✦ Sample Certificate

Your Data Science & Artificial Intelligence (DS & AI) Certification Awaits

See what your official Data Science & Artificial Intelligence (DS & AI) certification looks like. Download a sample — then let our advisors map the fastest path to earning the real one.

Sample Data Science & Artificial Intelligence (DS & AI) certification issued by Koenig Solutions — official Microsoft Authorized Learning Partner
🔒 Fill your details to unlock
Free · No credit card · Instant download
Learning Formats

Learning That Fits Your Life

Four formats. One quality standard. Every option comes with the same expert instructors, official courseware, and money-back guarantee.

Classroom Training Most Popular

Classroom Training

Traditional, instructor-led learning in popular global destinations.

Classroom Training

  • Hands-on lab sessions
  • Face-to-face with expert instructors
  • Global training centers
Live Online Classes Best Value

Live Online Classes

Flexible virtual learning with expert instructors from the comfort of your own space.

Live Online Classes

  • Live instructor-led sessions
  • Interactive Q&A & labs
  • Train from anywhere
Fly-Me-A-Trainer (FMAT) Fastest

Fly-Me-A-Trainer (FMAT)

Flexible on-site learning for larger groups. Fly an expert to your location anywhere in the world.

Fly-Me-A-Trainer (FMAT)

  • Expert trainer at your site
  • Custom schedule & pace
  • Any location worldwide
Flexi (Self-Paced) Most Flexible

Flexi (Self-Paced)

Self-paced learning with edited lectures, courseware, hands-on labs, and optional doubt clearing sessions.

Flexi (Self-Paced)

  • Edited video lectures
  • Hands-on labs & courseware
  • Optional doubt clearing sessions
1-on-1 Training Most Focused

1-on-1 Training

Dedicated instructor assigned exclusively to you for maximum personalisation and knowledge retention.

1-on-1 Training

  • Personalised schedule
  • Instructor adapts to your pace
  • Max knowledge retention
Customised Programmes Bespoke

Customised Programmes

Bespoke curricula tailored to your tech stack, business processes, and learning goals.

Customised Programmes

  • Custom course content
  • Fits your tech stack
  • Aligned to business goals
Webinar as a Service New

Webinar as a Service

Professionally hosted live webinars delivered to your global workforce at scale.

Webinar as a Service

  • Global workforce delivery
  • Live hosted sessions
  • Scalable & trackable
Qubits Assessment

Qubits

AI-powered assessments to benchmark skills, identify gaps, and measure training ROI.

Qubits

  • Skill benchmarking
  • Gap identification
  • Training ROI measurement
The Honest Comparison
How Koenig Stacks Up Against Every Alternative

Every factor that determines whether you actually pass your Data Science & Artificial Intelligence (DS & AI) exam — rated across every training format available.

Koenig
Official ALP Partner
12
/12 criteria ✓
ALP Provider
Other authorised partner
5
/12 criteria
Legacy Provider
Traditional classroom
2
/12 criteria
Self-Paced Platform
On-demand video
2
/12 criteria
Free Platform
Self-study / free tier
4
/12 criteria
Criteria Koenig ALP Provider Legacy Provider Self-Paced Platform Free Platform
Trainer Expertise
NVIDIA Certified Instructors
Live Instructor-Led Training
1-on-1 Personalized Mentoring Partial
NVIDIA Authorization
Official NVIDIA ALP Status
NVIDIA Official Courseware
Learning Credits Accepted
Flexibility & Access
Any-Day/Flexi Start Dates
On-Site or Fly-Me Expert Partial
Global Delivery Reach Partial
Results & Trust
Exam Pass Success Rate Partial
Entry Price Value From $745 From $1,500 From $15/mo Free Free
Verified Learner Reviews 18,400+ · 4.9★ Limited N/A N/A N/A

Data sourced from public pricing pages and review platforms. Accurate as of March 2026. Partial = available in select regions only.

Recognition

Awards & Recognition

Recognized by global vendors and quality bodies for training excellence

10+
Awards & Certifications
6+
Global Partners
15 Yrs
Great Place to Work
Microsoft Partner of Year
Winner of Microsoft Training Services Partner of the Year Award

Winner of Microsoft Training Services Partner of the Year Award

2025
Winner of Microsoft's ANZ Superstar Campaign

Winner of Microsoft's ANZ Superstar Campaign

2024
Winner of Microsoft's Asia Superstar Campaign

Winner of Microsoft's Asia Superstar Campaign

2022
Finalist – AWS Partner of the Year

Finalist – AWS Partner of the Year

2024
Winner of EC-Council ATC of the Year Award

Winner of EC-Council ATC of the Year Award

2024
Winner of the PECB Titanium Partner Award

Winner of the PECB Titanium Partner Award

2024
Certified as a Great Place to Work
Great Place to Work

Certified as a Great Place to Work

2011–2025
Winner of RedHat Gold Partner of the Year – Non-Retail (GLS India)

Winner of RedHat Gold Partner of the Year – Non-Retail (GLS India)

2025
Winner of RedHat Gold Partner of the Year – Non-Retail (GLS India)

Winner of RedHat Gold Partner of the Year – Non-Retail (GLS India)

2024
Winner of the Red Hat Partner of the Year Award

Winner of the Red Hat Partner of the Year Award

2023
Reviews

What our 500K+ alumni say

Verified reviews from learners certified on Azure, AI, Security, and more.

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
  • ★★★★★

    “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
  • ★★★★★

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    David L.

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    AI Engineer

    AI-102 Certified

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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
  • ★★★★★

    “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

Got Questions? We've Got Answers.

Everything you need to know about Data Science & Artificial Intelligence (DS & AI) certification training with Koenig Solutions.

Data Science and Artificial Intelligence (DS & AI) is an interdisciplinary field that combines data engineering, machine learning, statistical modeling, and domain expertise to extract insights and automate decisions from data. It encompasses components like data collection, cleaning, exploratory analysis, model training, and deployment using tools such as Python, TensorFlow, and Microsoft Fabric. Real-world applications include predictive analytics, natural language processing, and generative AI systems.
This training is designed for data analysts, data scientists, machine learning engineers, AI developers, and IT professionals seeking to build or enhance their skills in data-driven decision-making and AI model deployment. It serves learners from beginner to advanced levels, including those transitioning from software development, analytics, or engineering roles into specialized DS & AI positions across industries like finance, healthcare, and technology.
Learners should have foundational knowledge of programming (preferably Python), basic statistics, and familiarity with data manipulation concepts. Some advanced courses require experience with SQL, linear algebra, or prior coursework in machine learning. For vendor-specific tracks like Microsoft Fabric or AWS ML, understanding cloud platforms and data modeling fundamentals is recommended before enrollment.
The training prepares learners for multiple certifications including CompTIA DataAI (DY0-001), Microsoft Certified: Azure Data Scientist Associate (DP-600), and Python Institute’s PCEI™ – Certified Entry-Level AI Specialist with Python. These certifications validate skills in data analysis, machine learning model deployment, and AI solution design, aligning with industry standards for data science and AI roles.
The CompTIA DataAI exam (DY0-001) includes a maximum of 90 questions, consisting of multiple-choice and performance-based items, with a duration of 165 minutes. The exam uses a pass/fail result without a scaled score, and candidates are expected to demonstrate competency across data processing, modeling, and machine learning implementation domains.
Training durations range from 2 to 40 hours, with most courses spanning 40 hours over five days. Koenig offers live online, 1-on-1 private, classroom, and self-paced Flexi formats, all with Guaranteed-to-Run scheduling. Learners can choose weekday or weekend batches, with flexible start times and access to expert instructors across global time zones.
Still have questions?
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Training Professionals
Across 50+ Countries

From our headquarters in India to training centers across UAE, Iraq, Saudi Arabia, UK, USA, Singapore, Australia, and more — Koenig delivers Microsoft certification training in 50+ countries.

50+
Countries
500K+
Trained
33+
Years
95%
Pass Rate
Koenig training locations worldwide