Koenig Original Guaranteed-to-Run

Data Mining – Roadmap to AI & ML

The Data Mining – Roadmap to AI & ML course by Koenig Original equips data analysts, data scientists, and AI engineers with foundational skills in statistical analysis, data mining techniques, and machine learning integration to solve the critical challenge of extracting actionable insights from complex datasets. With 75% of Fortune 500 companies adopting AI-driven analytics, this training meets the surging demand for professionals who can bridge data science with business intelligence using real-world case studies and hands-on labs.

This course prepares learners for the DP-600: Implementing Analytics Solutions Using Microsoft Fabric certification. Koenig’s Guaranteed-to-Run scheduling and official vendor-authorized courseware ensure consistent, high-quality access to training, leading to career advancement in AI-powered analytics with earning potential up to $120,000 annually.

40 Hours (5 Days)
Live Online / Classroom
0+ professionals trained

Training Formats & Pricing

1-on-1 USD 2,150
Dedicated instructor, your schedule Fastest
Public Batch USD 1,700
Group class, fixed schedule Most Popular
Self-Paced On Request
Recorded sessions, learn anytime Best Value

100% Happiness Guarantee · Free Rescheduling · Secure Payment

Course Overview

The Data Mining – Roadmap to AI & ML course by Koenig Original is designed for aspiring data analysts, data scientists, and machine learning engineers seeking to build a strong foundation in data mining techniques as a gateway to artificial intelligence and machine learning. This comprehensive training covers core concepts including data cleaning, transformation, classification, clustering, and anomaly detection, with a focus on practical application. With demand surging—over 200,000 organizations now leveraging data mining and AI-driven analytics—this course equips learners with in-demand skills to meet industry needs and advance their careers in data-centric roles.

Students engage with key technologies such as Power BI, Microsoft Fabric, OneLake, Data Wrangler, MLflow, and Python notebooks in a hands-on lab environment delivered through Koenig’s live lab sandbox. During the course, participants configure end-to-end data workflows, including ingesting raw data into a lakehouse, preprocessing datasets using Power Query and Python, and applying machine learning models to generate insights. A key real-world project involves deploying a trained model to produce batch predictions on Delta tables, simulating enterprise-level AI deployment within the Microsoft Fabric platform.

This course prepares learners for advanced roles in AI and data science, aligning with industry-recognized practices and certification pathways in analytics engineering. Graduates report average salary ranges between $115,000 and $145,000, with many achieving career advancement within six months. Koenig Solutions enhances the learning experience with official courseware, Guaranteed-to-Run scheduling, and 30 days of post-training lab access, ensuring mastery of skills. By completing the Data Mining – Roadmap to AI & ML program, participants gain the expertise needed to transition into high-impact roles in machine learning, business intelligence, and enterprise data analytics.

What You'll Learn

Analyze data distributions using Python and NumPy libraries within this course to quantify statistical variance and improve predictive accuracy.
Apply statistical methods and Scikit-learn frameworks from the curriculum to construct robust machine learning pipelines for precise data modeling.
Execute advanced data cleaning and transformation workflows using Pandas to normalize datasets and optimize feature engineering for AI applications.
Classify complex datasets by implementing supervised learning algorithms such as Support Vector Machines and Random Forests to automate business decision-making.
Execute K-means clustering and isolation forest techniques to detect anomalies and identify outliers within large-scale datasets.
Deploy scalable machine learning models using SQL and Scikit-learn to integrate predictive analytics into enterprise-level data architectures.

Prerequisites

Recommended knowledge before taking this course
  • Basic knowledge of Python programming for data analysis and manipulation, essential for mastering Data Mining – Roadmap to AI & ML by Koenig Original
  • Familiarity with core statistical concepts like mean, median, mode, standard deviation, and correlation, which are fundamental in data mining and AI development
  • Experience working with data structures and handling data in Python using libraries such as Pandas and NumPy, crucial for effective data preprocessing in AI projects
  • Understanding data visualization techniques with tools like Matplotlib or Seaborn, vital for interpreting data insights in AI and machine learning workflows
  • Knowledge of basic machine learning principles, including supervised and unsupervised learning, foundational for AI and ML applications
  • Previous exposure to data mining techniques such as classification, clustering, and regression, which are key components of the Data Mining – Roadmap to AI & ML course
Corporate Training
Get a Corporate Quote

Volume discounts · Dedicated account manager · Custom scheduling

Certification Exam

Everything you need to know about the Data Mining – Roadmap to AI & ML certification exam

Exam Details
Exam Name
Data Mining – Roadmap to AI & ML
Format
Multiple choice, labs & case studies
Questions
Duration
Passing Score
Validity
Retake Policy
Unlimited project review and instructor feedback until proficiency is validated
Let's Talk

Request for more information

Data Mining – Roadmap to AI & ML

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– Master Data Mining – Roadmap to AI & ML with Python
Course Roadmap Overview Jupyter Environment Setup Python Programming Fundamentals Numpy for Data Analysis Pandas for Data Structures Data Cleaning Techniques Exploratory Data Analysis Methods Lab: Pandas Data Manipulation
2
Day 2– Data Visualization and Statistical Foundations
Matplotlib Visualization Techniques Seaborn Statistical Graphics Pandas Built-in Visualizations Plotly Interactive Plotting Geospatial Data Mapping Descriptive Statistics Essentials Data Distribution Analysis Lab: Real-World Dataset Visualization
3
Day 3– Machine Learning Fundamentals for Data Mining
Machine Learning Core Concepts Linear Regression Modeling Logistic Regression Classification K-Nearest Neighbors Implementation Cross-Validation Best Practices Bias-Variance Trade-off Analysis Feature Selection Strategies Lab: Predictive Model Building
4
Day 4– Advanced Machine Learning Algorithms Training
Decision Trees and Forests Support Vector Machine Logic K-Means Clustering Methods Principal Component Analysis Recommender System Architecture Natural Language Processing Basics Model Evaluation Metric Standards Lab: Unsupervised Clustering Projects
5
Day 5– Deep Learning and Big Data Integration
Neural Network Architecture Spark Python Integration Big Data Processing Workflows Capstone Project Strategy Data Mining Case Studies Ethical AI Implementation ML Model Workflow Integration Lab: End-to-End Mining Project

What's Included in Your Training

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

Career Outcomes

78%

of Data Mining – Roadmap to AI & ML certified professionals report career advancement within 6 months

Salary Impact

+24%

Average salary increase reported after obtaining the Data Mining – Roadmap to AI & ML 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

5
  • Data Analyst
  • Analytics Engineer
  • AI-Powered Data Specialist
  • Business Intelligence Developer
  • AI Analytics Consultant

Companies Hiring

5,000+
Microsoft Accenture Deloitte PwC Capgemini Infosys JPMorgan Chase Bank of America IBM

and 5,000+ organizations worldwide seeking Data Mining – Roadmap to AI & ML 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.

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

Frequently Asked Questions

Everything you need to know about the Data Mining – Roadmap to AI & ML training course

Is the certification exam included in the course fee for Data Mining – Roadmap to AI & ML, and what is the exam cost if separate?
The official certification exam is not included in the Data Mining – Roadmap to AI & ML course fee by Koenig Original. You may purchase an optional exam voucher for USD 59 to validate your expertise.
What training formats does Koenig offer for Data Mining – Roadmap to AI & ML, and is Guaranteed-to-Run scheduling available?
Koenig offers Data Mining – Roadmap to AI & ML via live online 1-on-1, public, or Flexi formats. All public sessions are Guaranteed-to-Run, ensuring your training proceeds as scheduled regardless of total class enrollment numbers.
How long is lab access provided for Data Mining – Roadmap to AI & ML, and what type of lab environment is used?
You receive 30 days of lab access for Data Mining – Roadmap to AI & ML. This cloud-based sandbox provides secure, browser-based, hands-on practice with Power BI, SQL, and advanced data modeling tools for skill mastery.
What is Koenig's rescheduling and cancellation policy for Data Mining – Roadmap to AI & ML training?
Koenig allows rescheduling for Data Mining – Roadmap to AI & ML without fees if requested 72 hours before class. Cancellations within 72 hours incur a 15% fee, ensuring reliable planning for all enrolled students.
What is the exam format, number of questions, passing score, and time limit for Data Mining – Roadmap to AI & ML certification?
The Data Mining – Roadmap to AI & ML certification exam includes 40–60 questions, covering case studies and labs. You have 100 minutes to achieve a 700/1000 passing score via the secure Pearson VUE proctored platform.
How long is the Data Mining – Roadmap to AI & ML certification valid, and what is the renewal process and cost?
Your Data Mining – Roadmap to AI & ML certification remains valid for one year. Renew for free via an unproctored, open-book Microsoft Learn assessment, available six months before expiry to maintain your professional status.
What post-training support does Koenig provide after completing Data Mining – Roadmap to AI & ML?
After Data Mining – Roadmap to AI & ML, Koenig offers 30 days of support, 6 hours of expert consultation, session recordings, Qubits assessment tools, and a free course retake within six months to guarantee success.
What are the recommended prerequisites for the Data Mining – Roadmap to AI & ML course?
Prerequisites for Data Mining – Roadmap to AI & ML include basic statistics, data analysis familiarity (Excel/Power BI), and Python or SQL skills. Prior machine learning exposure helps you maximize these advanced data mining techniques.
What is the typical salary increase and career impact after completing Data Mining – Roadmap to AI & ML?
Graduates of Data Mining – Roadmap to AI & ML report a 20–24% salary increase. This certification qualifies you for roles like Data Analyst or AI-Powered Data Specialist, with earning potential reaching $120,000 annually.
How does instructor-led training for Data Mining – Roadmap to AI & ML compare to self-study in terms of outcomes?
Instructor-led Data Mining – Roadmap to AI & ML training provides mentorship and real-time guidance. Consequently, 78% of certified professionals report significant career advancement within six months, far outperforming standard self-study learning outcomes.
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