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Coursera - Mathematics for Machine Learning Specialization

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MP4 | Video: h264, 1280x720 | Audio: AAC, 44.1 KHz, 2 Ch
Genre: eLearning | Language: English + vtt | Duration: 9h 20m | Size: 3.6 GB​

Mathematics for Machine Learning. Learn about the prerequisite mathematics for applications in data science and machine learning

WHAT YOU WILL LEARN
Implement mathematical concepts using real-world data
Derive PCA from a projection perspective
Understand how orthogonal projections work
Master PCA

SKILLS YOU WILL GAIN
Eigenvalues And Eigenvectors
Principal Component Analysis (PCA)
Multivariable Calculus
Linear Algebra
Basis (Linear Algebra)
Transformation Matrix
Linear Regression
Vector Calculus
Gradient Descent
Dimensionality Reduction
Python Programming


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