Linear Algebra Fundamentals for Data & Engineering — PickAClass
⏱ 2h 54m 📚 29 lessons 🎧 Audio version

Linear Algebra Fundamentals for Data & Engineering

Master the core principles of linear algebra to build a strong mathematical foundation for fields like data science, machine learning, and engineering.

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About this course

Do you find abstract mathematical concepts challenging? Linear algebra is a fundamental discipline that underpins many modern technologies, from artificial intelligence to computer graphics. This course will demystify its core principles, enabling you to confidently understand its concepts and apply them to solve practical problems. Upon completing this course, you will possess a solid grasp of linear algebra, empowering you to interpret complex data structures, understand algorithmic operations, and progress to more advanced topics in technical fields. What you'll learn: * Understand fundamental concepts like vectors, matrices, and linear transformations. * Learn to perform essential matrix operations, including addition, multiplication, and inversion. * Apply systematic methods for solving systems of linear equations using techniques such as Gaussian elimination. * Grasp the significance of determinants, eigenvalues, and eigenvectors in various applications. * Explore vector spaces, subspaces, and bases, and their role in data representation and analysis. * Practice interpreting and applying linear algebra concepts in computational contexts. This course begins with foundational definitions and progresses through core operations, system-solving techniques, and essential theoretical constructs, all explained through clear, written explanations and illustrative examples. Designed for absolute beginners, this course requires no prior knowledge of linear algebra. Begin your journey into the mathematical backbone of modern technology today.

What you'll get

  • 📜 Certificate of completion
    Add it to your LinkedIn profile
  • 💬 Personal AI tutor
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  • 🎧 Audio version included
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  • ♾️ Lifetime access
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  • 📱 Phone or computer
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  • 💸 14-day refund
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  • Short & focused
    2h 54m 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
Linear Algebra Fundamentals for Data & Engineering
Skills demonstrated
Behavioral pattern analysis
Foundational
1.2 hrs
Decision-architecture frameworks
Proficient
1.4 hrs
A/B test design
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1.7 hrs
Behavioral copywriting
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1.9 hrs
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Linear Algebra Fundamentals for Data & Engineering
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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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