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Data Science: Python, Pandas & Regression Beginner

The Introduction to Data Science course by Open Source equips aspiring data analysts and career-switchers with foundational skills in data collection, cleaning, analysis, and visualization using real-world datasets. Designed for learners with little prior experience, it solves the challenge of breaking into a high-growth field where demand is surging, as employment of data scientists is projected to grow 34 percent from 2024 to 2034. This course prepares learners for entry-level roles by building practical competencies and provides a certificate of completion upon finishing the program to validate your new skills for industry employers.

24 Hours (3 Days)
Live Online / Classroom
8+ professionals trained

Training Formats & Pricing

1-on-1 USD 1,600
Dedicated instructor, your schedule Fastest
Public Batch USD 1,150
Group class, fixed schedule Most Popular
Self-Paced USD 199
Recorded sessions, learn anytime Best Value

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Course Overview

The Open Source Introduction to Data Science course provides a foundational understanding of data science principles, designed for aspiring data analysts, junior data scientists, and business intelligence professionals seeking to leverage data for decision-making. While no formal certification exam is tied directly to this open curriculum, it aligns with industry-recognized competencies measured in credentials like the Open Certified Data Scientist (Open CDS) and supports preparation for role-based assessments. With demand for data professionals projected to grow 34% from 2024 to 2034—much faster than average according to the U.S. Bureau of Labor Statistics—this course equips learners with essential skills sought by employers across tech, finance, and healthcare sectors. It serves as a critical entry point for individuals aiming to enter one of today’s most in-demand fields.

This course emphasizes hands-on learning using core open-source tools including Python, Jupyter Notebooks, GitHub, Pandas, NumPy, and Matplotlib, all accessed through cloud-based environments like Google Colab and MyBinder. Students engage in practical labs where they clean real-world datasets, perform exploratory data analysis, build predictive models, and create interactive visualizations. A key project involves completing an end-to-end data science workflow using COVID-19 public health data, from data scraping and wrangling to deriving insights and presenting findings via reproducible reports. These exercises are structured to simulate actual data science tasks, ensuring learners gain applied experience with the same tools used by professionals in the field.

By mastering the Open Source Introduction to Data Science curriculum, learners prepare for entry-level roles in data science and analytics, fields where the median annual wage was $112,590 as of May 2024. The comprehensive skill set developed—including statistical analysis, data visualization, and machine learning basics—positions graduates for career advancement in high-growth areas. Koenig Solutions enhances this learning path with Guaranteed-to-Run batches and access to official courseware, ensuring structured, instructor-led training even for self-paced open content. Graduates emerge ready to contribute to data-driven organizations, equipped to pursue further certifications and advance toward senior analyst or data scientist roles.

Skills You'll Gain

Python Programming Pandas DataFrames NumPy Arrays Data Cleaning Exploratory Data Analysis Statistical Analysis R Programming SQL Queries Jupyter Notebooks Matplotlib Plots Scikit-learn Basics Linear Regression Classification Algorithms Model Evaluation Feature Selection Clustering Techniques Hypothesis Testing

Prerequisites

Recommended knowledge before taking this course
  • Secondary school mathematics, including algebra, functions, and basic statistics, forms the foundation for learning data science with the 'Introduction to Data Science' course by Open Source.
  • Familiarity with using a web browser and basic file system operations is essential for effective learning in this data science course.
  • Ability to install and configure Python packages using conda or pip is crucial for hands-on practice in the 'Introduction to Data Science' program by Open Source.
  • Understanding fundamental data types such as strings, integers, floats, and booleans is necessary to grasp core data science concepts taught in this course.
  • Basic experience with Jupyter notebooks and interactive coding environments helps learners quickly adapt to practical exercises in the 'Introduction to Data Science' training by Open Source.
  • A conceptual understanding of variables, expressions, and control flow in programming is vital to succeed in this data science course from Open Source.
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Certification Exam

Everything you need to know about the Data Science: Python, Pandas & Regression certification exam

Exam Details
Exam Name
Format
Multiple choice, labs & case studies
Questions
Duration
Passing Score
Validity
Retake Policy
Not applicable
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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

78%

of Data Science: Python, Pandas & Regression certified professionals report career advancement within 6 months

Salary Impact

+15%

Average salary increase reported after obtaining the Data Science: Python, Pandas & Regression 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 Analyst
  • Junior Data Scientist
  • Business Intelligence Analyst
  • Statistical Analyst
  • Data Science Associate
  • Entry-Level Data Engineer

Companies Hiring

5,000+
Google Amazon Microsoft Accenture Deloitte IBM JPMorgan Chase Goldman Sachs Capgemini Infosys

and 5,000+ organizations worldwide seeking Data Science: Python, Pandas & Regression 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
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1M+
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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.”

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  • ★★★★★

    “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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    Enterprise Client ✓ Verified
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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.”

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    Business Intelligence Lead

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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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    “SC-900 and SC-300 back to back — both cleared first try. The security curriculum at Koenig is incredibly thorough and up to date.”

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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.”

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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 Data Science: Python, Pandas & Regression training course

Is the certification exam included in the Introduction to Data Science course fee, and what is the cost of the exam?
The Introduction to Data Science certification exam is not included in the course fee. It costs ₹1,500 plus GST via the NPTEL remote proctoring platform. Students must register independently after meeting assignment eligibility criteria.
What training formats are available for the Introduction to Data Science course, and does Koenig offer Guaranteed-to-Run scheduling?
Koenig provides live online 1-on-1 and classroom training for Introduction to Data Science using the Open Source curriculum via NPTEL. Our Guaranteed-to-Run scheduling ensures your training proceeds as planned.
How long is lab access provided, and what type of environment is used for hands-on practice in the Introduction to Data Science course?
Lab access lasts 6 to 12 months. You will use cloud-based Jupyter notebooks and Python environments via Google Colab and NPTEL virtual labs. These secure sandboxes allow you to execute code without local installation.
What is Koenig's rescheduling and cancellation policy for the Introduction to Data Science course?
Reschedule your Introduction to Data Science class for free up to 7 days before the start date. Cancellations incur a 15% administrative fee. Requests made within 7 days require management approval and policy review.
What is the format, number of questions, passing score, and time limit for the Introduction to Data Science certification exam?
The 'Introduction to Data Science' certification exam is a 120-minute, closed-book, remotely proctored test. It features 60 multiple-choice questions. You must achieve a 70% passing score to earn the credential.
How long is the Introduction to Data Science certification valid, and what is the renewal process and cost?
This certification is valid for three years. Renew by earning continuing education credits or paying a ₹1,000–₹2,000 fee via the NPTEL certification portal. You may need to provide proof of ongoing professional development.
What post-training support does Koenig provide after completing the Introduction to Data Science course?
Koenig offers 6 months of post-training support, including mentor access and doubt-clearing sessions. We provide expert guidance on certification registration, resume building, and project reviews to ensure you are job-ready for data roles.
What are the prerequisites or prior experience needed to enroll in the Introduction to Data Science course?
You need basic high school math and statistics knowledge. No prior programming experience is required. Familiarity with Excel helps as we teach Python, data analysis, and visualization from the ground up.
What salary increase or career impact can one expect after completing the Introduction to Data Science course?
Estimated industry averages for entry-level Data Analysts are ₹4.5–6 LPA in India or $70,000–$90,000 globally. This course boosts your employability for analytics, business intelligence, and data engineering roles.
How does instructor-led training from Koenig compare to self-study for mastering Introduction to Data Science concepts?
Koenig’s instructor-led training provides structured mentoring and real-time doubt resolution. This guided approach improves certification success rates by over 50% compared to self-study methods using Open Source curriculum, which require strict personal discipline.
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