Essential Linear Algebra Techniques and Algorithms

Interval/Timestamp Linear Basis: Elements are incorporated whenever feasible, only omitted when absolutely necessary. Lindström–Gessel–Viennot Lemma Applications This lemma serves as a powerful tool for calculating signed sums of non-intersecting paths. Its practical implementations include problems such as P7736 [NOI2021] Path Intersections an ...

Posted on Fri, 18 Sep 2026 16:04:48 +0000 by filippe

Fundamentals of NumPy for Deep Learning

Environment SetupTo begin working with numerical arrays in Python, the NumPy library is essential. It can be installed using the following command: pip install numpy Users encountering installation issues may need to upgrade their package management tool first: python -m pip install --upgrade pip Working with Vectors NumPy provides the ndar ...

Posted on Tue, 08 Sep 2026 16:51:19 +0000 by andybrooke

Linear Algebra Review for Machine Learning: Matrices, Vectors, and Basic Operations

Matrices and Vectors A matrix is a rectangular array of numbers enclosed by square brackets. For example: [ 1 2 3 ] [ 4 5 6 ] [ 7 8 9 ] [10 11 12] This is a 4×3 matrix (4 rows, 3 columns). The dimension is always given as number of rows × number of columns. Vectors are a special type of matrix with only one column. An n-dimensional vector has ...

Posted on Fri, 08 May 2026 11:11:33 +0000 by atstein