Concise notes and tutorials for continuous learning.
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What is Machine Learning?
Two definitions of Machine Learning are offered. Arthur Samuel described it as: "the field of study…
Supervised Learning
In supervised learning, we are given a data set and already know what our correct output should look…
Unsupervised Learning
Unsupervised learning allows us to approach problems with little or no idea what our results should…
Matrices and Vectors
Matrices are 2-dimensional arrays: The above matrix has four rows and three columns, so it is a 4 x…
Addition and Scalar Multiplication
Matrix addition Addition and subtraction are element-wise, so you simply add or subtract each…
Matrix Multiplication
Matrix-Vector Multiplication We map the column of the vector onto each row of the matrix…
Identity Matrix
The identity matrix, when multiplied by any matrix of the same dimensions, results in the original…