Foundations of Math and Statistics for Data Science — PickAClass
⏱ 3h 📚 30 lessons 🎧 Audio version

Foundations of Math and Statistics for Data Science

Master essential linear algebra, probability, and descriptive statistics to build a solid mathematical foundation for modern data analysis.

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About this course

Behind every powerful data model and algorithm lies a foundation of mathematics and statistics. If you have ever felt intimidated by formulas, this text-based course breaks down complex concepts into clear, readable explanations. You will transition from guessing what your data means to understanding the exact mathematical principles that drive modern data analysis and machine learning. What you'll learn: 1. Understand foundational set theory, including unions, intersections, and symmetric differences. 2. Explore linear algebra essentials like eigenvectors and eigenvalues and their role in modern data systems. 3. Calculate permutations and combinations to solve real-world probability problems. 4. Analyze datasets using descriptive statistics, including mean, median, mode, and standard deviation. 5. Evaluate relationships between variables using correlation and basic statistical significance. The course begins with key terminology and basic definitions before moving into practical mathematical applications, ensuring you build confidence step by step. This course is designed for absolute beginners and aspiring data professionals with no prior advanced math experience. Start reading today to unlock the mathematical keys to data science.

Course contents

What you'll get

  • 📜 Certificate of completion
    Add it to your LinkedIn profile
  • 💬 Personal AI tutor
    Stuck on a lesson? Ask your built-in tutor anything, any time.
  • 🎧 Audio version included
    Learn on the go — no screen needed
  • ♾️ Lifetime access
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  • 📱 Phone or computer
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  • 💸 14-day refund
    No questions asked
  • ⚡ Short & focused
    3h of practical content

Certificate of completion

Every course you complete on PickAClass issues a credential like this — original, with its own code, verifiable by URL, and detailed about what was actually demonstrated.

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Certificate of Mastery
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Name Surname
has successfully demonstrated mastery of
Foundations of Math and Statistics for Data Science
Skills demonstrated
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Behavioral pattern analysis
Foundational
1.2 hrs
✓
Decision-architecture frameworks
Proficient
1.4 hrs
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A/B test design
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1.7 hrs
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Behavioral copywriting
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Foundations of Math and Statistics for Data Science
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Performance detail
Coursework summary
Lessons completed 14 / 14
Practice questions 26 / 28
Assignments submitted 4 (avg 4.5 / 5)
Capstone project Reviewed — 4.6 / 5
Total practice 6.2 hrs
Performance benchmark
Cohort rank Top 12% of 1,625
Time to completion 11 days (median: 22)
Mastery score 91 / 100
Practice-question score 94%
Skill verification Verified Skill Path
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pickaclass.com/certificates/PCC-2026-X4F7-AP19
Issued under the academic standards of PickAClass. Skill levels reflect assessed performance against the course's competency rubric. This is an original credential of this platform.

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What do I need to take this course? +

Just a phone or computer with internet. No installs, no special hardware.

How do I pay? +

By card via Stripe. We don’t store card details — Stripe handles them securely.

Can I get a refund? +

Yes — full refund within 14 days, no questions asked.

How long will I have access? +

Forever. Once you purchase, the course is yours to revisit anytime.

Will I get a certificate? +

Yes. On completion you'll receive a certificate you can add to your LinkedIn profile.

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