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      About Featured

      Linear Transformations

      See what a linear transformation does to space, then write it as a matrix and work with it. Determinants, inverses and the transpose are the tools you use along the way.

      4.9 out of 5 for LUNARTECH, from 100+ reviews10,000+ students

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      Anthropic logo featuring a clean, modern font, symbolizing responsible AI development and innovation supported by LUNARTECH.NVIDIA logo representing industry-leading graphics processing, AI innovation, and cutting-edge computing technologies, integrated by LUNARTECH.Microsoft Azure logo with a sleek, minimalist design, symbolizing powerful cloud computing and AI capabilities integrated by LUNARTECH.White Google logo featuring an abstract swirl design. -| LUNARTECHOpenAI logo with a hexagonal geometric design next to the text 'OpenAI' in a clean sans-serif font. - LUNARTECH
      Anthropic logo featuring a clean, modern font, symbolizing responsible AI development and innovation supported by LUNARTECH.NVIDIA logo representing industry-leading graphics processing, AI innovation, and cutting-edge computing technologies, integrated by LUNARTECH.Microsoft Azure logo with a sleek, minimalist design, symbolizing powerful cloud computing and AI capabilities integrated by LUNARTECH.White Google logo featuring an abstract swirl design. -| LUNARTECHOpenAI logo with a hexagonal geometric design next to the text 'OpenAI' in a clean sans-serif font. - LUNARTECH
      Anthropic logo featuring a clean, modern font, symbolizing responsible AI development and innovation supported by LUNARTECH.NVIDIA logo representing industry-leading graphics processing, AI innovation, and cutting-edge computing technologies, integrated by LUNARTECH.Microsoft Azure logo with a sleek, minimalist design, symbolizing powerful cloud computing and AI capabilities integrated by LUNARTECH.White Google logo featuring an abstract swirl design. -| LUNARTECHOpenAI logo with a hexagonal geometric design next to the text 'OpenAI' in a clean sans-serif font. - LUNARTECH
      Entrepreneur logo showcasing startup and business innovation by LUNARTECH.Forbes logo representing a global leader in business, finance, and entrepreneurship insights, associated with innovation and industry expertise by LUNARTECH.Bloomberg logo symbolizing financial data and market analytics, integrated by LUNARTECH.Insider logo highlighting business and technology trends by LUNARTECH.
      Entrepreneur logo showcasing startup and business innovation by LUNARTECH.Forbes logo representing a global leader in business, finance, and entrepreneurship insights, associated with innovation and industry expertise by LUNARTECH.Bloomberg logo symbolizing financial data and market analytics, integrated by LUNARTECH.Insider logo highlighting business and technology trends by LUNARTECH.
      Entrepreneur logo showcasing startup and business innovation by LUNARTECH.Forbes logo representing a global leader in business, finance, and entrepreneurship insights, associated with innovation and industry expertise by LUNARTECH.Bloomberg logo symbolizing financial data and market analytics, integrated by LUNARTECH.Insider logo highlighting business and technology trends by LUNARTECH.
      Overview

      A transformation changes space. A matrix is how you write it down.

      A two-hour course on linear transformations, the operations that change the space around us while preserving essential properties. You start with their geometry: rotation, scaling and reflection.

      Then you learn the matrices that represent them and the laws those matrices follow, with determinants, inverses and the transpose, and end on where the transpose is used in transformation problems.

      2Hours
      6Modules
      4.9Academy rating
      10,000+Students
      What you’ll learn

      Learn all the way down.
      Perform when it matters.

      Transformations, explained

      Say what makes a transformation linear and describe how it changes the space around it while preserving its key properties.

      Shapes that move

      Picture how transformations rotate, scale and reflect shapes, so the geometry is clear before the algebra starts.

      Matrix laws and tools

      Apply the basic operations and algebraic laws of matrices, then use determinants and inverses to read and undo a transformation.

      The transpose, in use

      Know the properties of the transpose and see where it comes up when you work with linear transformations.

      Course outline

      Six short modules, from one idea
      to the transpose in use.

      6 modules2 hoursSelf-paced

      Start with the core idea of a linear transformation: an operation that changes the space around us while preserving essential properties.

      Linear transformationsPreserved properties

      Visualize how linear transformations act on shapes and space, including rotations, scaling and reflections.

      RotationsScalingReflections

      Learn the basic operations and the algebraic laws that govern matrices, the main tools for representing linear transformations.

      Matrix operationsAlgebraic laws

      Use determinants to reveal key properties of a matrix, and matrix inverses to undo a transformation.

      DeterminantsMatrix inverses

      Understand what the transpose does, the properties it has, and its role in manipulating matrices for linear transformations.

      TransposePropertiesMatrix manipulation

      See the transpose at work in real transformation scenarios, which can include image manipulation and data analysis.

      TransposeImage manipulationData analysis
      Your instructor
      Tatev Aslanyan

      Instructor · LUNARTECH

      Tatev Aslanyan

      Tatev brings industry experience, advanced AI/ML degrees and a reputation as a thought leader in data science to LUNARTECH. She holds Bachelor’s and Master’s degrees in STEM, and her publications in top journals and presentations at international conferences showcase her expertise.

      Trusted by over 10,000 students
      How you get there

      Top-tier roles go to people who can do the work.
      Here’s how you get there.

      See what it does to space.

      Begin with the picture: how a linear transformation takes a shape and turns, scales or flips it.

      Write it as a matrix.

      Use matrix operations and laws to represent a transformation, then read it through its determinant and inverse.

      Finish with the transpose.

      Study the properties of the transpose, then see how it applies inside linear transformations.

      Support

      Support at every stage.
      You won’t be working through this alone.

      Before you start

      Try it first.

      A 3-day free trial opens a selection of the content. Your card is only charged once it ends.

      While you learn

      Mentors within reach.

      Stuck on a concept? Reach out to a mentor whenever you need help.

      While you learn

      One-on-one sessions.

      On the yearly plan, one-on-one sessions give you dedicated support.

      Any time

      A team behind you.

      Write to info@lunartech.ai at any point, from your trial onwards. If your employer is funding you, we’ll set it up with them directly.

      All the way through

      A schedule that fits around your life.

      2 hours in totalYour own paceFrom anywhereAt any hour

      After the last lesson

      Stay in the network.

      Your alumni network stays with you: ongoing support, opportunities and industry insight.

      Career support

      Career support, past the last lesson. Coaching, a sharper resume, real interview preparation and the people to know.

      Career direction

      Tailored coaching helps you decide where to aim and how to get there.

      Course · 1 hourLaunching Your Data Science Career

      Strong portfolio

      Hands-on projects become work you can show, not just claim.

      Course · 60 hoursBuild Your Data Science Portfolio

      Resume and profile

      Personalized refinement, so what you send says what you can actually do.

      Course · 10 hoursPersonal Branding for Professionals

      Interview preparation

      Preparation for the questions that decide it, so you walk in ready.

      Course · 12 hoursMaster Deep Learning Interviews: 50 Q&A

      Network and search

      Connections with industry leaders, and an alumni network that stays with you.

      Course · 40 hoursData Science Career Playbook
      Reviews

      Real stories from the community.

      4.9out of 5, from 100+ reviews
      LUNARTECH Academy has been the most empowering learning experience of my life, giving me a clear, structured path from the absolute basics to building real-world AI systems with confidence.
      Farnia GhanizadehSerajAI Engineer
      I’m really enjoying your linear algebra video. It’s been very valuable.
      Lando A.Associate, AI.Cyber
      I’m going through your mathematics course. It’s amazing. Thank you for putting it together.
      Apratim B., PhDDirector & CTO
      Thank you for the helpful videos. They’ve taught me a lot. I’m excited to continue with your linear algebra course.
      Christian L.Full-stack SWE
      Your page is fantastic. As a bachelor’s student in Data Science now accepted for a master’s at UConn, your work has been a real source of motivation.
      Mahmoud A.Data Scientist
      The programme’s clear, bite-sized content and practical projects dramatically improved my speed from fuzzy idea to MVP and my ability to communicate AI value. I followed the system, and it works.
      Rod MorrissonHead of Data Science & AI
      I really appreciate your teaching style and the way you break down complex topics. It has been incredibly helpful.
      Narine P.Data Analyst
      After years working mainly with R for econometrics, I found your Python machine learning course a refreshing and engaging way to learn Python.
      Raphael J., PhDQuantitative Analyst
      As a Data Science graduate, I want to thank you for the effort you put into making videos to support growing data scientists.
      Stanley M.AI Engineer
      I’ve been following your work since taking your machine learning course, and I’m impressed by your practical approach to applying AI.
      Sai Eshwar G.Data Scientist
      Why choose us

      Built around how you actually learn.

      One standard behind every course, from the first lesson to long after the last.

      Hands-on practice

      Apply every idea to real problems, so it becomes something you have used, not only seen.

      Industry-aligned curriculum

      We keep courses current with the tools, techniques and skills the field asks for.

      Flexible learning

      Study at your own pace, from anywhere, at any hour.

      Certificate of completion

      Finish the course and earn a certificate that shows what you have learned.

      Focus on your success

      Personalized learning plans and support structures carry you through the hard parts.

      Lifetime alumni network

      Stay connected after you finish, with ongoing support, opportunities and industry insight.

      Your certificate

      It doesn’t raise its voice. Neither will you.

      Finish the course and it is issued in your name, under our signature. There is no other way to get one.

      A sample. Only yours carries your name.
      Pricing

      This course comes with the membership.
      So does everything else.

      One membership opens every course, certification, workshop and masterclass in the Academy. Every plan starts with a 3-day free trial.

      3 days free, then $29.97 a month. Your card is only charged once the trial ends.

      Included in every plan

      • Every course in the Academy
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      • Learning at your own pace
      • The lifetime alumni network
      • Upgrades at any time
      In practice

      Six modules. Four professions.
      One idea behind how images and data are reshaped.

      Every role uses all six modules. Here’s where each one leans hardest, and where its work ends up.

      1. 01Transformations
      2. 02Geometry
      3. 03Matrices
      4. 04Det and inverse
      5. 05Transpose
      6. 06Transpose in use
      • Rotates, scales and reflects images with matrices. Reverses an edit with an inverse.

        Transformations, Geometry, Transpose in use

        Image manipulation

      • Transforms datasets with matrix operations. Checks the result with a determinant or a transpose.

        Matrices, Transpose in use

        Data analysis

      • Reads a model’s weights as transformations. Manipulates matrices with the transpose.

        Matrices, Det and inverse, Transpose

        Machine learning

      • Describes how a body turns, stretches or flips. Reverses the motion to get back to the start.

        Transformations, Geometry, Det and inverse

        Engineering

      • Image manipulation
      • Data analysis
      • Engineering
      • Machine learning
      Image Processing Engineer

      Rotates, scales and reflects images with matrices. Reverses an edit with an inverse.

      Over 10,000 students trust LUNARTECH

      LUNARTECH gives you the skills
      to learn, build, create and lead.

      Engineers

      Understand systems all the way down. Build the ones others rely on.

      Scientists

      Understand what the data says. Build models that hold up.

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      Understand the papers. Build on them, and take the work further.

      The field

      Anyone can use AI.
      Few can engineer it. This is where that starts.

      +340%growth in open roles requiring AI skills

      Data source: Stanford AI Index 2026 & 2024 (Lightcast data), Indeed Hiring Lab, Hacker News “Who’s Hiring”. Aug–Nov 2026 (dashed) is an estimate from the trend.
      Roles and pay

      ~35,000 open roles right now

      Open roles: Built In, Greenhouse, LinkedIn.
      Typical salaries: Glassdoor, Levels.fyi, Payscale, Indeed, Ravio, JobRise, U.S. BLS. Military: 2026 U.S. basic pay, drone officers with aviation incentive pay.
      Updated November 2026.

      FAQ

      Frequently asked questions.

      Need help? These answers cover most of what people ask before they start.

      No. It stays with linear transformations, matrices, determinants, inverses and the transpose.

      Our 3-day free trial gives you access to a selection of content in the bootcamps, courses and materials, so you can experience the value of our content first-hand. This includes comprehensive learning materials and interactive sessions. You won’t be charged during this period, though we require your credit card details at the start to ensure a seamless transition should you choose to continue.

      Yes, entering your credit card details is a necessary step to begin your free trial. The process is entirely secure, and we ask for it to provide a seamless transition to a paid subscription if you decide to continue beyond the trial. You will only be charged after the trial period ends, with full access to our content based on the plan you choose.

      After your 3-day free trial you gain access to the full breadth of our content, depending on the subscription plan you choose. We offer free trials for our monthly, bi-annual and annual plans, and each plan provides a different scope of access and benefits.

      If your employer has agreed to fund your learning, in part or in full, please contact us at info@lunartech.ai. We’ll work with you and your employer to set up everything needed for your subscription.

      Yes. Our support remains strong both during your free trial and after you subscribe. Reach the team at info@lunartech.ai with any question, whether you’re onboarding, navigating your trial, or need help as a member. Subscribers to the yearly plan also receive dedicated support in one-on-one sessions.

      You can upgrade your plan at any time during your subscription. Downgrading is not available for bi-annual or annual plans, but you can cancel and then choose a new plan that suits you better. For bi-annual and annual plans we also offer payment in instalments; please reach out to learn more.

      A short foundation

      Understand a transformation, then its matrix.

      Two hours that take linear transformations from their geometry to determinants, inverses and the transpose. Begin with a free lesson, or enroll in the full course.

      6 modules2 hoursSelf-pacedCertificate of completion