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Linear Algebra for Machine Learning

Linear Algebra for Machine Learning

Other
Size
14.4 GB
Seeders
4
Leechers
1
Files
99
Category
Other
Added
at 9:08pm GMT+1
Infohash
8be0a0bd9df415ae204ed438faaa2ec47386e827
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Description
Description

Linear Algebra for Machine Learning LiveLessons provides you with an understanding of the theory and practice of linear algebra, with a focus on machine learning applications.

About the Instructor

Jon Krohn is Chief Data Scientist at the machine learning company untapt. He authored the book Deep Learning Illustrated (Addison-Wesley, 2020), an instant #1 bestseller that has been translated into six languages. Jon is renowned for his compelling lectures, which he offers in-person at Columbia University and New York University, as well as online via O’Reilly, YouTube, and the Super Data Science Podcast. Jon holds a PhD from Oxford and has been publishing on machine learning in leading academic journals since 2010; his papers have been cited over a thousand times.

Skill Level

Intermediate

Learn How To

Appreciate the role of algebra in machine and deep learning
Understand the fundamentals of linear algebra, a ubiquitous approach for solving for unknowns within high-dimensional spaces
Develop a geometric intuition of what’s going on beneath the hood of machine learning algorithms, including those used for deep learning
Be able to more intimately grasp the details of machine learning papers as well as all of the other subjects that underlie ML, including calculus, statistics, and optimization algorithms
Manipulate tensors of all dimensionalities including scalars, vectors, and matrices, in all of the leading Python tensor libraries: NumPy, TensorFlow, and PyTorch
Reduce the dimensionality of complex spaces down to their most informative elements with techniques such as eigendecomposition (eigenvectors and eigenvalues), singular value decomposition, and principal components analysis

Who Should Take This Course

Users of high-level software libraries (e.g., scikit-learn, Keras, TensorFlow) to train or deploy machine learning algorithms who would now like to understand the fundamentals underlying the abstractions, enabling them to expand their capabilities
Software developers who would like to develop a firm foundation for the deployment of machine learning algorithms into production systems
Data scientists who would like to reinforce their understanding of the subjects at the core of their professional discipline
Data analysts or AI enthusiasts who would like to become a data scientist or data/ML engineer and are keen to deeply understand from the ground up the field they’re entering (very wise!)

Course Requirements

Mathematics: Familiarity with secondary school-level mathematics will make the course easier to follow. If you are comfortable dealing with quantitative information—such as understanding charts and rearranging simple equations—then you should be well-prepared to follow along with all of the mathematics.
Programming: All code demos are in Python so experience with it or another object-oriented programming language would be helpful for following along with the hands-on examples.

Released December 2020

File list
  • Linear Algebra for Machine Learning
  • TutsNode.com.txt 63 B
  • [TutsNode.com] - Linear Algebra for Machine Learning/01-Topics.en.dfxp 1.3 KB
  • [TutsNode.com] - Linear Algebra for Machine Learning/01-Topics.mp4 40.4 MB
  • [TutsNode.com] - Linear Algebra for Machine Learning/02-Topics.en.dfxp 1.5 KB
  • [TutsNode.com] - Linear Algebra for Machine Learning/02-Topics.mp4 45 MB
  • [TutsNode.com] - Linear Algebra for Machine Learning/03-3.1 Tensor Transposition.en.dfxp 6.7 KB
  • [TutsNode.com] - Linear Algebra for Machine Learning/03-3.1 Tensor Transposition.mp4 92.2 MB
  • [TutsNode.com] - Linear Algebra for Machine Learning/04-3.5 Exercises.en.dfxp 9.6 KB
  • [TutsNode.com] - Linear Algebra for Machine Learning/04-3.5 Exercises.mp4 416.6 MB
  • [TutsNode.com] - Linear Algebra for Machine Learning/05-3.2 Basic Tensor Arithmetic.en.dfxp 11 KB
  • [TutsNode.com] - Linear Algebra for Machine Learning/05-3.2 Basic Tensor Arithmetic.mp4 143.9 MB
  • [TutsNode.com] - Linear Algebra for Machine Learning/06-Topics.en.dfxp 1014 B
  • [TutsNode.com] - Linear Algebra for Machine Learning/06-Topics.mp4 29.8 MB
  • [TutsNode.com] - Linear Algebra for Machine Learning/07-5.4 Exercises.en.dfxp 14.5 KB
  • [TutsNode.com] - Linear Algebra for Machine Learning/07-5.4 Exercises.mp4 629.8 MB
  • [TutsNode.com] - Linear Algebra for Machine Learning/08-6.4 Orthogonal Matrices.en.dfxp 8.3 KB
  • [TutsNode.com] - Linear Algebra for Machine Learning/08-6.4 Orthogonal Matrices.mp4 126 MB
  • [TutsNode.com] - Linear Algebra for Machine Learning/09-6.2 Matrix Inversion.en.dfxp 28.7 KB
  • [TutsNode.com] - Linear Algebra for Machine Learning/09-6.2 Matrix Inversion.mp4 304.8 MB
  • [TutsNode.com] - Linear Algebra for Machine Learning/10-Topics.en.dfxp 1 KB
  • [TutsNode.com] - Linear Algebra for Machine Learning/10-Topics.mp4 32.2 MB
  • [TutsNode.com] - Linear Algebra for Machine Learning/11-Topics.en.dfxp 1.6 KB
  • [TutsNode.com] - Linear Algebra for Machine Learning/11-Topics.mp4 53.5 MB
  • [TutsNode.com] - Linear Algebra for Machine Learning/12-1.1 Defining Linear Algebra.en.dfxp 11.8 KB
  • [TutsNode.com] - Linear Algebra for Machine Learning/12-1.1 Defining Linear Algebra.mp4 168.1 MB
  • [TutsNode.com] - Linear Algebra for Machine Learning/13-1.5 Exercise.en.dfxp 14.9 KB
  • [TutsNode.com] - Linear Algebra for Machine Learning/13-1.5 Exercise.mp4 651.2 MB
  • [TutsNode.com] - Linear Algebra for Machine Learning/14-4.1 The Substitution Strategy.en.dfxp 6.6 KB
  • [TutsNode.com] - Linear Algebra for Machine Learning/14-4.1 The Substitution Strategy.mp4 270.7 MB
  • [TutsNode.com] - Linear Algebra for Machine Learning/15-4.2 Substitution Exercises.en.dfxp 13.2 KB
  • [TutsNode.com] - Linear Algebra for Machine Learning/15-4.2 Substitution Exercises.mp4 641.6 MB
  • [TutsNode.com] - Linear Algebra for Machine Learning/16-4.4 Elimination Exercises.en.dfxp 15.6 KB
  • [TutsNode.com] - Linear Algebra for Machine Learning/16-4.4 Elimination Exercises.mp4 725.6 MB
  • [TutsNode.com] - Linear Algebra for Machine Learning/17-Topics.en.dfxp 1.5 KB
  • [TutsNode.com] - Linear Algebra for Machine Learning/17-Topics.mp4 49.5 MB
  • [TutsNode.com] - Linear Algebra for Machine Learning/18-5.3 Symmetric and Identity Matrices.en.dfxp 9.3 KB
  • [TutsNode.com] - Linear Algebra for Machine Learning/18-5.3 Symmetric and Identity Matrices.mp4 121.1 MB
  • [TutsNode.com] - Linear Algebra for Machine Learning/19-7.4 High-Dimensional Eigenvectors.en.dfxp 7.4 KB
  • [TutsNode.com] - Linear Algebra for Machine Learning/19-7.4 High-Dimensional Eigenvectors.mp4 142.5 MB
  • [TutsNode.com] - Linear Algebra for Machine Learning/20-1.2 Solving a System of Equations Algebraically.en.dfxp 13 KB
  • [TutsNode.com] - Linear Algebra for Machine Learning/20-1.2 Solving a System of Equations Algebraically.mp4 115 MB
  • [TutsNode.com] - Linear Algebra for Machine Learning/21-Linear Algebra for Machine Learning (Machine Learning Foundations) - Introduction.en.dfxp 6.6 KB
  • [TutsNode.com] - Linear Algebra for Machine Learning/21-Linear Algebra for Machine Learning (Machine Learning Foundations) - Introduction.mp4 214.1 MB
  • [TutsNode.com] - Linear Algebra for Machine Learning/22-1.3 Linear Algebra in Machine Learning and Deep Learning.en.dfxp 18.9 KB
  • [TutsNode.com] - Linear Algebra for Machine Learning/22-1.3 Linear Algebra in Machine Learning and Deep Learning.mp4 268.9 MB
  • [TutsNode.com] - Linear Algebra for Machine Learning/23-2.1 Tensors.en.dfxp 7.7 KB
  • [TutsNode.com] - Linear Algebra for Machine Learning/23-2.1 Tensors.mp4 98.5 MB
  • [TutsNode.com] - Linear Algebra for Machine Learning/24-2.7 Generic Tensor Notation.en.dfxp 9 KB
  • [TutsNode.com] - Linear Algebra for Machine Learning/24-2.7 Generic Tensor Notation.mp4 198.7 MB
  • [TutsNode.com] - Linear Algebra for Machine Learning/25-2.3 Vectors and Vector Transposition.en.dfxp 19.1 KB
  • [TutsNode.com] - Linear Algebra for Machine Learning/25-2.3 Vectors and Vector Transposition.mp4 285.2 MB
  • [TutsNode.com] - Linear Algebra for Machine Learning/26-Topics.en.dfxp 844 B
  • [TutsNode.com] - Linear Algebra for Machine Learning/26-Topics.mp4 25.2 MB
  • [TutsNode.com] - Linear Algebra for Machine Learning/27-3.3 Reduction.en.dfxp 8.3 KB
  • [TutsNode.com] - Linear Algebra for Machine Learning/27-3.3 Reduction.mp4 90.9 MB
  • [TutsNode.com] - Linear Algebra for Machine Learning/28-2.4 Norms and Unit Vectors.en.dfxp 29.6 KB
  • [TutsNode.com] - Linear Algebra for Machine Learning/28-2.4 Norms and Unit Vectors.mp4 321.3 MB
  • [TutsNode.com] - Linear Algebra for Machine Learning/29-2.5 Basis, Orthogonal, and Orthonormal Vectors.en.dfxp 8.4 KB
  • [TutsNode.com] - Linear Algebra for Machine Learning/29-2.5 Basis, Orthogonal, and Orthonormal Vectors.mp4 80.9 MB
  • [TutsNode.com] - Linear Algebra for Machine Learning/30-4.3 The Elimination Strategy.en.dfxp 6.5 KB
  • [TutsNode.com] - Linear Algebra for Machine Learning/30-4.3 The Elimination Strategy.mp4 307.8 MB
  • [TutsNode.com] - Linear Algebra for Machine Learning/31-5.2 Matrix-by-Matrix Multiplication.en.dfxp 18.6 KB
  • [TutsNode.com] - Linear Algebra for Machine Learning/31-5.2 Matrix-by-Matrix Multiplication.mp4 598.9 MB
  • [TutsNode.com] - Linear Algebra for Machine Learning/32-5.1 Matrix-by-Vector Multiplication.en.dfxp 20.2 KB
  • [TutsNode.com] - Linear Algebra for Machine Learning/32-5.1 Matrix-by-Vector Multiplication.mp4 756.7 MB
  • [TutsNode.com] - Linear Algebra for Machine Learning/33-3.4 The Dot Product.en.dfxp 11.7 KB
  • [TutsNode.com] - Linear Algebra for Machine Learning/33-3.4 The Dot Product.mp4 154 MB
  • [TutsNode.com] - Linear Algebra for Machine Learning/34-5.5 Machine Learning and Deep Learning Applications.en.dfxp 22.6 KB
  • [TutsNode.com] - Linear Algebra for Machine Learning/34-5.5 Machine Learning and Deep Learning Applications.mp4 325.3 MB
  • [TutsNode.com] - Linear Algebra for Machine Learning/35-6.1 The Frobenius Norm.en.dfxp 6.5 KB
  • [TutsNode.com] - Linear Algebra for Machine Learning/35-6.1 The Frobenius Norm.mp4 111.9 MB
  • [TutsNode.com] - Linear Algebra for Machine Learning/36-7.1 The Eigenconcept.en.dfxp 15.2 KB
  • [TutsNode.com] - Linear Algebra for Machine Learning/36-7.1 The Eigenconcept.mp4 402.7 MB
  • [TutsNode.com] - Linear Algebra for Machine Learning/37-6.3 Diagonal Matrices.en.dfxp 6.9 KB
  • [TutsNode.com] - Linear Algebra for Machine Learning/37-6.3 Diagonal Matrices.mp4 125.7 MB
  • [TutsNode.com] - Linear Algebra for Machine Learning/38-7.2 Exercises.en.dfxp 14.4 KB
  • [TutsNode.com] - Linear Algebra for Machine Learning/38-7.2 Exercises.mp4 700.7 MB
  • [TutsNode.com] - Linear Algebra for Machine Learning/39-8.1 The Determinant of a 2 x 2 Matrix.en.dfxp 11.1 KB
  • [TutsNode.com] - Linear Algebra for Machine Learning/39-8.1 The Determinant of a 2 x 2 Matrix.mp4 146.5 MB
  • [TutsNode.com] - Linear Algebra for Machine Learning/40-Topics.en.dfxp 1.4 KB
  • [TutsNode.com] - Linear Algebra for Machine Learning/40-Topics.mp4 46.3 MB
  • [TutsNode.com] - Linear Algebra for Machine Learning/41-8.3 Exercises.en.dfxp 7.7 KB
  • [TutsNode.com] - Linear Algebra for Machine Learning/41-8.3 Exercises.mp4 294.4 MB
  • [TutsNode.com] - Linear Algebra for Machine Learning/42-8.2 The Determinants of Larger Matrices.en.dfxp 15 KB
  • [TutsNode.com] - Linear Algebra for Machine Learning/42-8.2 The Determinants of Larger Matrices.mp4 141.9 MB
  • [TutsNode.com] - Linear Algebra for Machine Learning/43-8.4 Determinants and Eigenvalues.en.dfxp 14.6 KB
  • [TutsNode.com] - Linear Algebra for Machine Learning/43-8.4 Determinants and Eigenvalues.mp4 177.5 MB
  • [TutsNode.com] - Linear Algebra for Machine Learning/44-9.4 Regression via Pseudoinversion.en.dfxp 24.4 KB
  • [TutsNode.com] - Linear Algebra for Machine Learning/44-9.4 Regression via Pseudoinversion.mp4 288 MB
  • [TutsNode.com] - Linear Algebra for Machine Learning/45-9.2 Media File Compression.en.dfxp 12.2 KB
  • [TutsNode.com] - Linear Algebra for Machine Learning/45-9.2 Media File Compression.mp4 138.6 MB
  • [TutsNode.com] - Linear Algebra for Machine Learning/46-9.1 Singular Value Decomposition.en.dfxp 14.3 KB
  • [TutsNode.com] - Linear Algebra for Machine Learning/46-9.1 Singular Value Decomposition.mp4 194.5 MB
  • [TutsNode.com] - Linear Algebra for Machine Learning/47-9.3 The Moore-Penrose Pseudoinverse.en.dfxp 17.6 KB
  • [TutsNode.com] - Linear Algebra for Machine Learning/47-9.3 The Moore-Penrose Pseudoinverse.mp4 240.4 MB
  • [TutsNode.com] - Linear Algebra for Machine Learning/48-9.6 Resources for Further Study of Linear Algebra.en.dfxp 7.4 KB
  • [TutsNode.com] - Linear Algebra for Machine Learning/48-9.6 Resources for Further Study of Linear Algebra.mp4 145.4 MB
  • [TutsNode.com] - Linear Algebra for Machine Learning/49-1.4 Historical and Contemporary Applications.en.dfxp 14.1 KB
  • [TutsNode.com] - Linear Algebra for Machine Learning/50-2.2 Scalars.mp4 990.1 MB

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