TENSOR CALCULUS for Engineers & Machine Learning: A Step-by-Step Guide with Applications in AI · Physics · Robotics · Optimization - Softcover
Synopsis
TENSOR CALCULUS FOR ENGINEERS & MACHINE LEARNING
A Step-by-Step Guide with Applications in AI, Physics, Robotics & Optimization
Struggling to connect the math in physics with the tensors used in deep learning?
This book bridges the gap.
Whether you're an engineering student, machine learning practitioner, or physics learner, Tensor Calculus for Engineers & Machine Learning gives you a clear, practical path to mastering one of the most powerful mathematical tools in modern science.
Instead of treating tensors as abstract theory or just arrays in code, this book shows you how they work across disciplines—using the same notation, the same logic, and real-world applications.
What You’ll Learn
- Understand tensors from first principles—without confusion or intimidation
- Master index notation and Einstein summation with ease
- Perform tensor operations used in engineering and AI
- Derive gradients for neural networks, including attention mechanisms
- Apply tensor calculus to mechanics, robotics, and optimization
- Use NumPy, PyTorch, and einsum like a professional
Why This Book Is Different
- Combines engineering + AI applications in every chapter
- Focuses on intuition first, then formal understanding
- Includes 165+ practice problems with full solutions
- Features a complete transformer backpropagation walkthrough
- Designed for real-world problem solving, not memorization
Who This Book Is For
- Engineering students (mechanical, electrical, civil, robotics)
- Machine learning and AI practitioners
- Physics students and applied mathematicians
- Anyone who wants to truly understand tensors—not just use them
Prerequisites
- Basic linear algebra
- Single-variable calculus (multivariable helpful but reviewed inside)
Stop memorizing formulas. Start understanding the language behind modern AI and engineering.
Master tensor calculus—and unlock the mathematics behind today’s most powerful technologies.
"synopsis" may belong to another edition of this title.
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TENSOR CALCULUS for Engineers & Machine Learning: A Step-by-Step Guide with Applications in AI · Physics · Robotics · Optimization
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TENSOR CALCULUS for Engineers & Machine Learning (Paperback)
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Paperback. Condition: new. Paperback. TENSOR CALCULUS FOR ENGINEERS & MACHINE LEARNINGA Step-by-Step Guide with Applications in AI, Physics, Robotics & OptimizationStruggling to connect the math in physics with the tensors used in deep learning?This book bridges the gap.Whether you're an engineering student, machine learning practitioner, or physics learner, Tensor Calculus for Engineers & Machine Learning gives you a clear, practical path to mastering one of the most powerful mathematical tools in modern science.Instead of treating tensors as abstract theory or just arrays in code, this book shows you how they work across disciplines-using the same notation, the same logic, and real-world applications.What You'll LearnUnderstand tensors from first principles-without confusion or intimidationMaster index notation and Einstein summation with easePerform tensor operations used in engineering and AIDerive gradients for neural networks, including attention mechanismsApply tensor calculus to mechanics, robotics, and optimizationUse NumPy, PyTorch, and einsum like a professionalWhy This Book Is DifferentCombines engineering + AI applications in every chapterFocuses on intuition first, then formal understandingIncludes 165+ practice problems with full solutionsFeatures a complete transformer backpropagation walkthroughDesigned for real-world problem solving, not memorizationWho This Book Is ForEngineering students (mechanical, electrical, civil, robotics)Machine learning and AI practitionersPhysics students and applied mathematiciansAnyone who wants to truly understand tensors-not just use themPrerequisitesBasic linear algebraSingle-variable calculus (multivariable helpful but reviewed inside)Stop memorizing formulas. Start understanding the language behind modern AI and engineering.Master tensor calculus-and unlock the mathematics behind today's most powerful technologies. This item is printed on demand. Shipping may be from our UK warehouse or from our Australian or US warehouses, depending on stock availability. Seller Inventory # 9798196277542
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