10.39 GB | 34min 31s | mp4 | 1280X720 | 16:9
Genre:eLearning |Language:English
Files Included :
1 Introduction and Outline.mp4 (46.22 MB)
2 How to Succeed in this Course.mp4 (41.18 MB)
3 Where to Get the Code.mp4 (22 MB)
4 How to Take this Course.mp4 (20.35 MB)
1 Lines and Planes.mp4 (102.59 MB)
2 2 Equations and 2 Unknowns.mp4 (133.49 MB)
3 3 Equations and 3 Unknowns.mp4 (164.1 MB)
4 Gaussian Elimination.mp4 (229.01 MB)
5 No Solutions.mp4 (49.02 MB)
6 Infinitely Many Solutions.mp4 (82.51 MB)
7 Review Summary.mp4 (23.75 MB)
8 Suggestion Box.mp4 (28.52 MB)
1 What is a Vector.mp4 (200.96 MB)
2 Adding and Subtracting Vectors.mp4 (115.74 MB)
3 Dot Product.mp4 (159.85 MB)
4 Dot Product (pt 2).mp4 (93.16 MB)
5 Dot Product Exercises in Python.mp4 (115.01 MB)
6 Application Neural Embeddings, Cosine Similarity (Optional).mp4 (227.05 MB)
7 Exercise Normalizing a Vector.mp4 (79.36 MB)
8 Exercise The Vector Normal to a Plane.mp4 (49.67 MB)
9 What is a Matrix.mp4 (278.66 MB)
10 Matrix Addition and Scalar Multiplication.mp4 (36.65 MB)
11 Matrix Multiplication.mp4 (187.72 MB)
12 Properties of Matrix Multiplication.mp4 (87.8 MB)
13 Matrix-Vector Product.mp4 (132.2 MB)
14 Application Neural Networks.mp4 (75.5 MB)
15 Element-Wise Product.mp4 (31.45 MB)
16 Outer Product.mp4 (100.53 MB)
17 Application Replicating GPT-4 (Optional).mp4 (72.62 MB)
18 Matrix Exercises in Python.mp4 (92.3 MB)
19 Linear Systems Revisited.mp4 (59.04 MB)
20 Vectors and Matrices Summary.mp4 (77.39 MB)
1 Identity Matrix.mp4 (57.45 MB)
2 Diagonal Matrices.mp4 (111.14 MB)
3 Matrix Inverse.mp4 (237.66 MB)
4 Exercise Inverse of the Inverse.mp4 (73.52 MB)
5 Singular Matrices.mp4 (79.14 MB)
6 Matrix Transpose.mp4 (188.78 MB)
7 Properties of the Matrix Transpose.mp4 (242.12 MB)
8 Symmetric Matrices.mp4 (77.21 MB)
9 Transpose in Higher Dimensions.mp4 (133.26 MB)
10 Orthogonal and Orthonormal Matrices and Vectors.mp4 (142.12 MB)
11 Exercise Orthogonal Matrices.mp4 (31.52 MB)
12 Exercise Inverse of a Product.mp4 (22.58 MB)
13 Exercise Transpose of Inverse of Symmetric Matrix.mp4 (38.16 MB)
14 Exercise Why Are Orthogonal Matrices Length- and Angle-Preserving.mp4 (95.48 MB)
15 Determinants (pt 1).mp4 (188.69 MB)
16 Determinants (pt 2).mp4 (254.82 MB)
17 Determinant Formula (Optional).mp4 (118.38 MB)
18 Determinant Identities (Optional).mp4 (57.37 MB)
19 Exercise Determinant of a Unitary Matrix.mp4 (23.39 MB)
20 Matrix Trace (Optional).mp4 (76.18 MB)
21 Positive Definite and Negative Definite Matrices.mp4 (256.68 MB)
22 Exercise Inverse of a Positive Definite Matrix.mp4 (39.43 MB)
23 Exercise Complete the Square.mp4 (215.97 MB)
24 Matrix Operations Exercises in Python.mp4 (80.57 MB)
25 Matrix Operations and Special Matrices Summary.mp4 (63.35 MB)
1 Linear Independence and Dependence.mp4 (358.84 MB)
2 Geometric Interpretation of Linear Combinations.mp4 (81.93 MB)
3 The Rank of a Matrix.mp4 (223.49 MB)
4 Matrix Decompositions (SVD, QR, LU, Cholesky).mp4 (256.61 MB)
5 Rank After Multplication.mp4 (245.3 MB)
6 Low-Rank Approximations and Frobenius Norm.mp4 (133.49 MB)
7 Applications Recommender Systems and Topic Modeling (Optional).mp4 (179.84 MB)
8 Applications of SVD Data Visualization and Feature Selection (Optional).mp4 (127.7 MB)
9 Application LoRA for Diffusion Models and LLMs (Optional).mp4 (94.69 MB)
10 Exercise Generating a Positive Semi-Definite Matrix.mp4 (55.7 MB)
11 Matrix Decompositions in Python.mp4 (112.06 MB)
12 Matrix Rank Summary.mp4 (31.24 MB)
1 How to Find Eigenvalues and Eigenvectors (pt 1).mp4 (243.57 MB)
2 How to Find Eigenvalues and Eigenvectors (pt 2).mp4 (27.19 MB)
3 Exercise Rotation Matrix.mp4 (221.85 MB)
4 Exercise Why Do A^TA and AA^T Have the Same Eigenvalues.mp4 (26.4 MB)
5 Exercise Eigenvalues of the Inverse.mp4 (25.33 MB)
6 Conjugate Transpose and Hermitian Matrices.mp4 (113.92 MB)
7 Hermitian Matrices Have Real Eigenvalues.mp4 (61.92 MB)
8 Why Do Hermitian Matrices Have Orthogonal Eigenvectors.mp4 (64.32 MB)
9 Test for Positive Definiteness Using Eigenvalues.mp4 (86.87 MB)
10 Determinant From Eigenvalues.mp4 (29.2 MB)
11 Invertibility From Eigenvalues (Positive Definite Matrices Are Invertible).mp4 (46.41 MB)
12 Diagonalization.mp4 (249.73 MB)
13 Constructing the SVD (Proof of SVD).mp4 (278.22 MB)
14 Matrix Powers.mp4 (82.42 MB)
15 Application The Vanishing Gradient Problem.mp4 (86.45 MB)
16 Functions of Matrices (Optional).mp4 (137.2 MB)
17 Eigenvalues in Python.mp4 (145.2 MB)
18 Quiz Square Root of a Matrix.mp4 (55.37 MB)
19 Eigenvalues and Eigenvectors Summary.mp4 (71.01 MB)
1 Anaconda Environment Setup.mp4 (52.63 MB)
2 How to install Numpy, Scipy, Matplotlib, Pandas, IPython, Theano, and TensorFlow.mp4 (147.17 MB)
1 Can YouTube Teach Me Calculus.mp4 (86.85 MB)
2 Is this for Beginners or Experts Academic or Practical Fast or slow-paced.mp4 (38.49 MB)
3 What order should I take your courses in (part 1).mp4 (77.89 MB)
4 What order should I take your courses in (part 2).mp4 (105.89 MB)
1 What is the Appendix.mp4 (16.2 MB)
2 BONUS.mp4 (39.92 MB)]
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