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Udemy - Math 0-1 Calculus for Data Science & Machine Learning (2.2025)

9 - Setting Up Your Environment (AppendixFAQ by Student Request)/3 -How to install Numpy, Scipy, Matplotlib, Pandas, IPython, Theano, and TensorFlow.mp4 154.2 MB
8 - Vector Calculus in Multiple Dimensions (Calculus 3)/8 -Optimization and Lagrange Multipliers (pt 1).mp4 131.9 MB
7 - Integration (Calculus 2)/3 -Fundamental Theorem of Calculus (pt 1).mp4 120.1 MB
2 - Review/1 -Functions Review.mp4 119.8 MB
10 - Effective Learning Strategies (AppendixFAQ by Student Request)/5 -What order should I take your courses in (part 2).mp4 111.0 MB
5 - Derivative Rules/7 -Product and Quotient Rules.mp4 105.9 MB
5 - Derivative Rules/5 -Chain Rule.mp4 99.6 MB
8 - Vector Calculus in Multiple Dimensions (Calculus 3)/2 -Partial Differentiation.mp4 97.8 MB
4 - Derivatives From First Principles/1 -Slopes, Tangent Lines, and Derivatives.mp4 96.4 MB
8 - Vector Calculus in Multiple Dimensions (Calculus 3)/3 -The Gradient.mp4 95.3 MB
10 - Effective Learning Strategies (AppendixFAQ by Student Request)/2 -Can YouTube Teach Me Calculus (Optional).mp4 91.1 MB
8 - Vector Calculus in Multiple Dimensions (Calculus 3)/9 -Optimization and Lagrange Multipliers (pt 2).mp4 84.9 MB
10 - Effective Learning Strategies (AppendixFAQ by Student Request)/4 -What order should I take your courses in (part 1).mp4 81.7 MB
10 - Effective Learning Strategies (AppendixFAQ by Student Request)/1 -Math Order for Machine Learning & Data Science.mp4 79.3 MB
8 - Vector Calculus in Multiple Dimensions (Calculus 3)/4 -The Jacobian and Hessian.mp4 76.4 MB
4 - Derivatives From First Principles/2 -More On Tangent Lines, Derivative Checking.mp4 74.3 MB
8 - Vector Calculus in Multiple Dimensions (Calculus 3)/7 -Steepest Ascent in Python.mp4 74.2 MB
8 - Vector Calculus in Multiple Dimensions (Calculus 3)/10 -Vector Calculus Section Summary.mp4 71.8 MB
9 - Setting Up Your Environment (AppendixFAQ by Student Request)/5 -How to use Github & Extra Coding Tips (Optional).mp4 71.7 MB
2 - Review/2 -Functions Review in Python.mp4 70.8 MB

[磁力链接] 添加时间:2025-06-19 大小:4.4 GB 最近下载:2025-10-31 热度:768

Udemy - Math 0-1 Matrix Calculus in Data Science & Machine Learning (12.2024)

2 - Matrix and Vector Derivatives/3 -Quadratic Form (pt 1).mp4 191.6 MB
3 - Optimization Techniques/3 -Gradient Descent (One Dimension).mp4 182.5 MB
2 - Matrix and Vector Derivatives/7 -Exercise Gaussian.mp4 178.6 MB
4 - Setting Up Your Environment (AppendixFAQ by Student Request)/3 -How to install Numpy, Scipy, Matplotlib, Pandas, IPython, Theano, and TensorFlow.mp4 154.3 MB
2 - Matrix and Vector Derivatives/10 -Chain Rule Generalized.mp4 147.5 MB
2 - Matrix and Vector Derivatives/12 -Left and Right Inverse as Optimization Problems.mp4 143.9 MB
3 - Optimization Techniques/8 -Exercise Code Preparation.mp4 127.0 MB
3 - Optimization Techniques/6 -Newton's Method (Multiple Dimensions).mp4 122.9 MB
5 - Effective Learning Strategies (AppendixFAQ by Student Request)/5 -What order should I take your courses in (part 2).mp4 110.9 MB
5 - Effective Learning Strategies (AppendixFAQ by Student Request)/3 -Is this for Beginners or Experts Academic or Practical Fast or slow-paced.mp4 108.5 MB
2 - Matrix and Vector Derivatives/9 -Chain Rule in Matrix Form.mp4 104.2 MB
5 - Effective Learning Strategies (AppendixFAQ by Student Request)/2 -Can YouTube Teach Me Calculus (Optional).mp4 91.0 MB
3 - Optimization Techniques/9 -Gradient Descent and Newton's Method in Python.mp4 83.7 MB
2 - Matrix and Vector Derivatives/8 -Chain Rule.mp4 83.6 MB
5 - Effective Learning Strategies (AppendixFAQ by Student Request)/4 -What order should I take your courses in (part 1).mp4 81.7 MB
5 - Effective Learning Strategies (AppendixFAQ by Student Request)/1 -Math Order for Machine Learning & Data Science.mp4 79.2 MB
3 - Optimization Techniques/5 -Newton's Method (One Dimension).mp4 76.6 MB
3 - Optimization Techniques/2 -Second Derivative Test in Multiple Dimensions.mp4 73.5 MB
3 - Optimization Techniques/7 -Exercise Newton's Method for Least Squares.mp4 73.0 MB
4 - Setting Up Your Environment (AppendixFAQ by Student Request)/5 -How to use Github & Extra Coding Tips (Optional).mp4 71.6 MB

[磁力链接] 添加时间:2025-07-01 大小:3.0 GB 最近下载:2025-11-03 热度:1656

Udemy - Math 0-1 Probability for Data Science & Machine Learning (2.2025)

5 - More About Probability Distributions and Random Variables/23 -Exercise Sums of Jointly Normal Random Variables (Optional).mp4 450.8 MB
5 - More About Probability Distributions and Random Variables/21 -Multidimensional Change of Variables (Continuous).mp4 219.9 MB
10 - Advanced and Other Topics/4 -Why Does the Normal Distribution Integrate to 1.mp4 187.4 MB
11 - Setting Up Your Environment (AppendixFAQ by Student Request)/2 -Anaconda Environment Setup.mp4 183.9 MB
6 - Expectation and Expected Values/11 -Covariance and Correlation.mp4 170.1 MB
5 - More About Probability Distributions and Random Variables/11 -Conditional Distributions and Bayes' Rule.mp4 161.1 MB
11 - Setting Up Your Environment (AppendixFAQ by Student Request)/3 -How to Install Numpy, Scipy, Matplotlib, Pandas, PyTorch, and TensorFlow.mp4 154.4 MB
2 - Probability Basics/12 -Bayes' Rule Example.mp4 152.6 MB
5 - More About Probability Distributions and Random Variables/7 -Change of Variables (Functions of Random Variables) pt 2.mp4 151.2 MB
6 - Expectation and Expected Values/12 -Exercise Covariance and Correlation of Bivariate Normal.mp4 151.2 MB
3 - Random Variables and Probability Distributions/3 -The Bernoulli Distribution.mp4 149.3 MB
6 - Expectation and Expected Values/2 -Expected Value and Mean.mp4 141.5 MB
4 - Continuous Random Variables and Probability Density Functions/2 -Continuous Random Variables and Continuous Distributions.mp4 137.3 MB
5 - More About Probability Distributions and Random Variables/13 -Independence.mp4 136.2 MB
5 - More About Probability Distributions and Random Variables/25 -CDFs and Multiple Random Variables Section Summary.mp4 133.8 MB
3 - Random Variables and Probability Distributions/5 -The Binomial Distribution.mp4 132.9 MB
9 - Limit Theorems/8 -Central Limit Theorem.mp4 132.8 MB
9 - Limit Theorems/9 -LLN and CLT in Python.mp4 132.0 MB
2 - Probability Basics/15 -Probability Tree Diagrams.mp4 130.0 MB
7 - Generating Functions/11 -Moment Generating Functions for Random Vectors.mp4 125.0 MB

[磁力链接] 添加时间:2025-07-02 大小:10.7 GB 最近下载:2025-10-31 热度:472

Udemy - Math 0-1 Linear Algebra for Data Science & Machine Learning (8.2023)

5. Matrix Rank/1. Linear Independence and Dependence.mp4 376.3 MB
3. Vectors and Matrices/9. What is a Matrix.mp4 292.2 MB
6. Eigenvalues and Eigenvectors/13. Constructing the SVD (Proof of SVD).mp4 291.7 MB
4. Matrix Operations and Special Matrices/21. Positive Definite and Negative Definite Matrices.mp4 269.1 MB
5. Matrix Rank/4. Matrix Decompositions (SVD, QR, LU, Cholesky).mp4 269.1 MB
4. Matrix Operations and Special Matrices/16. Determinants (pt 2).mp4 267.2 MB
6. Eigenvalues and Eigenvectors/12. Diagonalization.mp4 261.9 MB
5. Matrix Rank/5. Rank After Multplication.mp4 257.2 MB
6. Eigenvalues and Eigenvectors/1. How to Find Eigenvalues and Eigenvectors (pt 1).mp4 255.4 MB
4. Matrix Operations and Special Matrices/7. Properties of the Matrix Transpose.mp4 253.9 MB
4. Matrix Operations and Special Matrices/3. Matrix Inverse.mp4 249.2 MB
2. Linear Systems Review/4. Gaussian Elimination.mp4 240.1 MB
3. Vectors and Matrices/6. Application Neural Embeddings, Cosine Similarity (Optional).mp4 238.1 MB
5. Matrix Rank/3. The Rank of a Matrix.mp4 234.3 MB
6. Eigenvalues and Eigenvectors/3. Exercise Rotation Matrix.mp4 232.6 MB
4. Matrix Operations and Special Matrices/23. Exercise Complete the Square.mp4 226.5 MB
3. Vectors and Matrices/1. What is a Vector.mp4 210.7 MB
4. Matrix Operations and Special Matrices/6. Matrix Transpose.mp4 197.9 MB
4. Matrix Operations and Special Matrices/15. Determinants (pt 1).mp4 197.9 MB
3. Vectors and Matrices/11. Matrix Multiplication.mp4 196.8 MB

[磁力链接] 添加时间:2025-07-04 大小:11.2 GB 最近下载:2025-11-03 热度:614