Linear Algebra, Data Science, and Machine Learning
This text provides a mathematically rigorous introduction to modern methods of machine learning and data analysis at the advanced undergraduate/beginning graduate level. The book is self-contained and requires minimal mathematical prerequisites. There is a strong focus on learning how and why algori...
Saved in:
| Main Authors: | Calder, Jeff (Author), Olver, Peter J. (Author) |
|---|---|
| Corporate Author: | SpringerLink (Online service) |
| Format: | Electronic eBook |
| Language: | English |
| Published: |
Cham :
Springer Nature Switzerland : Imprint: Springer,
2025.
|
| Edition: | 1st ed. 2025. |
| Series: | Springer Undergraduate Texts in Mathematics and Technology,
|
| Subjects: | |
| Online Access: | https://doi.org/10.1007/978-3-031-93764-4 |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Exercises in Applied Mathematics With a View toward Information Theory, Machine Learning, Wavelets, and Statistical Physics /
by: Alpay, Daniel
Published: (2024)
by: Alpay, Daniel
Published: (2024)
Linear Algebra for the Sciences
by: Benz, Manuel, et al.
Published: (2023)
by: Benz, Manuel, et al.
Published: (2023)
Linear Algebra in Data Science
by: Zizler, Peter, et al.
Published: (2024)
by: Zizler, Peter, et al.
Published: (2024)
Linear Algebra
by: Liesen, Jörg, et al.
Published: (2025)
by: Liesen, Jörg, et al.
Published: (2025)
A Course in Linear Algebra
by: George, Raju K., et al.
Published: (2024)
by: George, Raju K., et al.
Published: (2024)
Applied Linear Algebra and Matrix Methods
by: Feeman, Timothy G.
Published: (2023)
by: Feeman, Timothy G.
Published: (2023)
Handbook of Trustworthy Federated Learning
Published: (2025)
Published: (2025)
Advanced Techniques in Optimization for Machine Learning and Imaging
Published: (2024)
Published: (2024)
Linear Algebra in Context A Gateway to the Discrete Fourier Transform, Bilinear and Sesquilinear Forms, Algebras, Tensors and Mechanics /
by: Susanka, Lawrence
Published: (2025)
by: Susanka, Lawrence
Published: (2025)
Machine Learning and Optimization for Engineering Design
Published: (2023)
Published: (2023)
Linear Algebra Key Ideas and Methods for a First Course /
by: Tian, Haiyan
Published: (2025)
by: Tian, Haiyan
Published: (2025)
Frontiers of Statistics and Data Science
Published: (2025)
Published: (2025)
Applied Linear Algebra, Probability and Statistics A Volume in Honour of C. R. Rao and Arbind K. Lal /
Published: (2023)
Published: (2023)
Evolutionary Multi-Task Optimization Foundations and Methodologies /
by: Feng, Liang, et al.
Published: (2023)
by: Feng, Liang, et al.
Published: (2023)
Representation in Machine Learning
by: Murty, M. N., et al.
Published: (2023)
by: Murty, M. N., et al.
Published: (2023)
Handbook of AI and Data Sciences for Sleep Disorders
Published: (2024)
Published: (2024)
Machine Learning Safety
by: Huang, Xiaowei, et al.
Published: (2023)
by: Huang, Xiaowei, et al.
Published: (2023)
Linear Algebra with Python Theory and Applications /
by: Tsukada, Makoto, et al.
Published: (2023)
by: Tsukada, Makoto, et al.
Published: (2023)
Practical Machine Learning Illustrated with KNIME
by: Geng, Yu, et al.
Published: (2024)
by: Geng, Yu, et al.
Published: (2024)
From Unimodal to Multimodal Machine Learning An Overview /
by: Škrlj, Blaž
Published: (2024)
by: Škrlj, Blaž
Published: (2024)
Online Machine Learning A Practical Guide with Examples in Python /
Published: (2024)
Published: (2024)
Machine Learning for Real World Applications
Published: (2024)
Published: (2024)
Interval Linear Programming and Extensions
by: Hladík, Milan
Published: (2025)
by: Hladík, Milan
Published: (2025)
Multiple Information Source Bayesian Optimization
by: Candelieri, Antonio, et al.
Published: (2025)
by: Candelieri, Antonio, et al.
Published: (2025)
Machine Learning and Deep Learning in Computational Toxicology
Published: (2023)
Published: (2023)
Machine Learning in Single-Cell RNA-seq Data Analysis
by: Raza, Khalid
Published: (2024)
by: Raza, Khalid
Published: (2024)
Matrix Fundamentals From Equation Solving to Signal Processing /
by: Saff, Edward Barry, et al.
Published: (2025)
by: Saff, Edward Barry, et al.
Published: (2025)
Data science and machine learning in R /
by: Thareja, Reema
Published: (2021)
by: Thareja, Reema
Published: (2021)
Data science and machine learning in R /
by: Thareja, Reema
Published: (2021)
by: Thareja, Reema
Published: (2021)
Data science and machine learning in R /
by: Thareja, Reema
Published: (2021)
by: Thareja, Reema
Published: (2021)
Statistical Optimal Transport École d'Été de Probabilités de Saint-Flour XLIX – 2019 /
by: Chewi, Sinho, et al.
Published: (2025)
by: Chewi, Sinho, et al.
Published: (2025)
Bayesian Nonparametric Statistics École d’Été de Probabilités de Saint-Flour LI - 2023 /
by: Castillo, Ismaël
Published: (2024)
by: Castillo, Ismaël
Published: (2024)
College linear algebra /
by: Rahaman, Abdur
Published: (2002)
by: Rahaman, Abdur
Published: (2002)
College linear algebra
by: Rahaman, Abdur
Published: (2002)
by: Rahaman, Abdur
Published: (2002)
Machine Learning Based Optimization of Laser-Plasma Accelerators
by: Jalas, Sören
Published: (2025)
by: Jalas, Sören
Published: (2025)
Estimating Ore Grade Using Evolutionary Machine Learning Models
by: Ehteram, Mohammad, et al.
Published: (2023)
by: Ehteram, Mohammad, et al.
Published: (2023)
Thinking Data Science A Data Science Practitioner’s Guide /
by: Sarang, Poornachandra
Published: (2023)
by: Sarang, Poornachandra
Published: (2023)
Deep Learning Foundations and Concepts /
by: Bishop, Christopher M., et al.
Published: (2024)
by: Bishop, Christopher M., et al.
Published: (2024)
Linear algebra /
by: John.L.powel
Published: (1990)
by: John.L.powel
Published: (1990)
Linear Algebra
by: Khanna, M. L.
Published: (1990)
by: Khanna, M. L.
Published: (1990)
Similar Items
-
Exercises in Applied Mathematics With a View toward Information Theory, Machine Learning, Wavelets, and Statistical Physics /
by: Alpay, Daniel
Published: (2024) -
Linear Algebra for the Sciences
by: Benz, Manuel, et al.
Published: (2023) -
Linear Algebra in Data Science
by: Zizler, Peter, et al.
Published: (2024) -
Linear Algebra
by: Liesen, Jörg, et al.
Published: (2025) -
A Course in Linear Algebra
by: George, Raju K., et al.
Published: (2024)