Linear Algebra with Computer Science Applications
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- Grade K
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- Grade 1 - Learning Progressions
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- Grade 2 - Learning Progressions
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- Grade 3 - Learning Progressions
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- Grade 4 - Learning Progressions
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- Grade 5 - Learning Progressions
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- Grade 6 - Learning Progressions
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- Grade 7 - Learning Progressions
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- Grade 8
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- Differential Equations
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- Geometry: Concepts and Connections
- Grades 9, 10, 11, 12 - Learning Progressions
- History of Mathematics
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Other Georgia Mathematics sets
- Grade K
- Grade K - Learning Progressions
- Grade 1
- Grade 1 - Learning Progressions
- Grade 2
- Grade 2 - Learning Progressions
- Grade 3
- Grade 3 - Learning Progressions
- Grade 4
- Grade 4 - Learning Progressions
- Grade 5
- Grade 5 - Learning Progressions
- Grade 6
- Grade 6 - Learning Progressions
- Grade 7
- Grade 7 - Learning Progressions
- Enhanced Algebra: Concepts & Connections (for Grade 8)
- Grade 8
- Grade 8 - Learning Progressions
- Advanced Algebra (Algebra II)
- Advanced Algebra: Concepts and Connections
- Advanced Financial Algebra
- Advanced Mathematical Decision Making
- Algebra: Concepts & Connections (Semester 1)
- Algebra: Concepts and Connections
- Calculus
- College Readiness Mathematics (Mathematics Capstone Course)
- Differential Equations
- Engineering Calculus
- Enhanced Advanced Algebra and AP Precalculus: Concepts and Connections
- Geometry: Concepts and Connections
- Grades 9, 10, 11, 12 - Learning Progressions
- History of Mathematics
- Mathematics of Industry & Government
- Multivariable Calculus
- Precalculus
- Statistical Reasoning
Mathematical Practices
- 0
Display perseverance and patience in problem-solving. Demonstrate skills and strategies needed to succeed in mathematics, including critical thinking, reasoning, and effective collaboration and expression. Seek help and apply feedback. Set and monitor goals.LACS.MP
- 0.1
Make sense of problems and persevere in solving them.LACS.MP.1
- 0.2
Reason abstractly and quantitatively.LACS.MP.2
- 0.3
Construct viable arguments and critique the reasoning of others.LACS.MP.3
- 0.4
Model with mathematics.LACS.MP.4
- 0.5
Use appropriate tools strategically.LACS.MP.5
- 0.6
Attend to precision.LACS.MP.6
- 0.7
Look for and make use of structure.LACS.MP.7
- 0.8
Look for and express regularity in repeated reasoning.LACS.MP.8
- 0.1
Mathematical Modeling
- 1
Apply mathematics to real-life situations; model real-life phenomena using mathematics.LACS.MM.1
- 1.1
Apply mathematics to real-life situations; model real-life phenomena using mathematics.LACS.MM.1.1
- 1.2
Create mathematical models to explain phenomena that exist in the natural sciences, social sciences, liberal arts, fine and performing arts, and/or humanities contexts.LACS.MM.1.2
- 1.3
Using abstract and quantitative reasoning, make decisions about information and data from a contextual situation.LACS.MM.1.3
- 1.4
Use various mathematical representations and structures with this information to represent and solve real-life problems.LACS.MM.1.4
- 1.1
Abstract & Digital Reasoning
- 2
Investigate and describe real-life problems in linear algebra using an object-oriented programming language.LACS.ADR.2
- 2.1
Utilize sets, lists, dictionaries, indexing, and tuples in programming languages.LACS.ADR.2.1
- 2.2
Show and explain how to program and apply modules and control statements in programming languages.LACS.ADR.2.2
- 2.3
Program input and output features to read from and write to files in a programming assignment.LACS.ADR.2.3
- 2.1
Geometric & Spatial Reasoning
- 3
Solve contextual, mathematical problems involving vectors to explain real-life phenomena.LACS.GSR.3
- 3.1
Use coordinates to represent points in n dimensions and define and use arithmetic operations on n-dimensional points.LACS.GSR.3.1
- 3.2
Use vectors to find and interpret geometrical relationships between points in two and three dimensions, such as distance, and generalize these relationships to higher dimensions using n-dimensional vectors.LACS.GSR.3.2
- 3.3
Interpret adding, scaling, and linear combinations of vectors geometrically and algebraically.LACS.GSR.3.3
- 3.4
Find and use the dot product of two n-dimensional vectors.LACS.GSR.3.4
- 3.5
Use properties of the dot product to prove statements about vectors and to solve problems in context.LACS.GSR.3.5
- 3.6
Use the triangle inequality in n-dimensions.LACS.GSR.3.6
- 3.7
Find and use the cross product of two 3-dimensional vectors.LACS.GSR.3.7
- 3.8
Represent and perform vector operations using programming language classes that define the use of vectors.LACS.GSR.3.8
- 3.9
Apply perfect secrecy, all-or-nothing secret sharing, and solving lights out games to vectors over GF(2).LACS.GSR.3.9
- 3.10
Use vector operations to program simple authentication schemes.LACS.GSR.3.10
- 3.1
- 5
Solve contextual, mathematical problems involving matrices as geometric transformations and to explain real-life phenomena.LACS.GSR.5
- 5.1
Given a 2-by-2 or 3-by-3 linear transformation matrix, describe the transformation a geometric figure undergoes.LACS.GSR.5.1
- 5.2
Find matrices that represent scalings, reflections, and rotations of geometric figures.LACS.GSR.5.2
- 5.3
Find a matrix that represents a combination of transformations.LACS.GSR.5.3
- 5.4
Find the image of a point under a transformation.LACS.GSR.5.4
- 5.5
Find the area of a polygon given its coordinates using matrices; find the area of the image of a polygon after a transformation.LACS.GSR.5.5
- 5.6
Write code to perform transformations in two-dimensional geometry using matrix operations.LACS.GSR.5.6
- 5.7
Define functions from n dimensions to m dimensions as vectors and/or matrices.LACS.GSR.5.7
- 5.8
Find the image and preimage of a linear map using matrices; determine whether the linear map is one-to-one.LACS.GSR.5.8
- 5.9
Find and interpret geometrically the set of preimages of a vector under a given matrix.LACS.GSR.5.9
- 5.1
Patterning & Algebraic Reasoning
- 4
Solve contextual, mathematical problems involving matrices to explain real-life phenomena.LACS.PAR.4
- 4.1
Represent a linear system of three equations in three variables as an augmented matrix and reduce the matrix to row-echelon form.LACS.PAR.4.1
- 4.2
Interpret the nature of the solution of a system from its row-echelon form, and if there are infinitely many solutions, express them as a vector equation.LACS.PAR.4.2
- 4.3
Determine whether a vector is a linear combination of other given vectors; find the linear combination of vectors that results in a given vector.LACS.PAR.4.3
- 4.4
Interpret linear dependence of vectors geometrically.LACS.PAR.4.4
- 4.5
Find the kernel of a matrix and explore the relationship between the kernel, the orthogonality of the vectors in the kernel, and the linear dependence of the rows/columns.LACS.PAR.4.5
- 4.6
Add two matrices, multiply a matrix by a scalar, find the transpose of a matrix.LACS.PAR.4.6
- 4.7
Determine when matrix multiplication is defined, and if defined, multiply two matrices by considering the matrix product as a dot product of a group of vectors.LACS.PAR.4.7
- 4.8
Determine when the inverse of a square matrix exists, and if it exists, find it by augmenting the identity matrix to the matrix and then use row operations.LACS.PAR.4.8
- 4.9
Decompose a matrix into its symmetric and skew-symmetric parts; decompose a matrix into its LU factorization.LACS.PAR.4.9
- 4.10
Solve a matrix equation using inverses; find all solutions to a matrix equation given one solution and the kernel.LACS.PAR.4.10
- 4.11
Improve the simple authentication scheme over GF(2).LACS.PAR.4.11
- 4.12
Show and explain how threshold secret sharing works in conjunction with Gaussian elimination through programming.LACS.PAR.4.12
- 4.13
Write code utilizing error-correcting concepts.LACS.PAR.4.13
- 4.1
- 7
Solve contextual, mathematical problems using vector spaces to explain real-life phenomena.LACS.PAR.7
- 7.1
Determine whether a given set of vectors generates a vector space.LACS.PAR.7.1
- 7.2
Justify whether a subset of a vector space is a subspace.LACS.PAR.7.2
- 7.3
Determine whether a given vector is in the linear span of a set of vectors.LACS.PAR.7.3
- 7.4
Determine whether two vector subspaces are orthogonal; find the orthogonal component of a given subspace.LACS.PAR.7.4
- 7.5
Determine whether a set of vectors is a basis for a vector space.LACS.PAR.7.5
- 7.6
Find the dimension of a vector space; find the dimensions of the row space, column space, and kernel for a given matrix; find the rank of a matrix.LACS.PAR.7.6
- 7.7
Find a matrix representing a linear map.LACS.PAR.7.7
- 7.8
Determine the change of representation for a linear transformation given two different bases on a vector space.LACS.PAR.7.8
- 7.9
Determine if two matrices are similar; determine if two matrices are orthogonal.LACS.PAR.7.9
- 7.10
Find an orthogonal basis for a given basis or subspace by applying the Gram-Schmidt orthonormalization process.LACS.PAR.7.10
- 7.11
Perform QR factorization of a matrix to solve matrix equations.LACS.PAR.7.11
- 7.12
Apply the method of least squares to find the line or parabola of best fit to approximate data in context.LACS.PAR.7.12
- 7.13
Apply the grow-and-shrink algorithm in the minimum spanning forest problem in GF(2).LACS.PAR.7.13
- 7.14
Apply the Exchange Lemma to image perspective rendering.LACS.PAR.7.14
- 7.15
Use bases to represent images and sounds as wavelets; perform wavelet transformation, implementation, and decomposition through programming.LACS.PAR.7.15
- 7.16
Program a Fast Fourier Transform to store a sequence of amplitude samples.LACS.PAR.7.16
- 7.17
Apply the Rank Theorem to demonstrate the simple authentication scheme.LACS.PAR.7.17
- 7.1
- 8
Solve contextual, mathematical problems using eigenvalues and eigenvectors to explain real-life phenomena.LACS.PAR.8
- 8.1
Evaluate the determinant of a matrix along any row or column and use a recursive procedure for evaluating a determinant for matrices larger than 3-by-3.LACS.PAR.8.1
- 8.2
Justify properties of the determinant.LACS.PAR.8.2
- 8.3
Calculate the determinant of the product of two matrices; calculate the determinant of the transpose of a matrix.LACS.PAR.8.3
- 8.4
Determine if a matrix has a nonzero determinant and extend the nonzero determinant property to problems involving linear dependency, rank, and matrix inverses.LACS.PAR.8.4
- 8.5
Extend the definition and geometric interpretation of the cross product to n – 1 vectors in n dimensions.LACS.PAR.8.5
- 8.6
Use Cramer’s Rule to solve a system of linear equations.LACS.PAR.8.6
- 8.7
Find the characteristic polynomial of a matrix and interpret the characteristic polynomial geometrically.LACS.PAR.8.7
- 8.8
Find the eigenvalues and eigenvectors of a matrix and interpret them geometrically.LACS.PAR.8.8
- 8.9
Use a basis of eigenvectors to create a change of basis matrix.LACS.PAR.8.9
- 8.10
Find the dimension of the eigenspace corresponding to the eigenvalues of a symmetric matrix.LACS.PAR.8.10
- 8.11
Determine an orthogonal matrix that diagonalizes a given matrix.LACS.PAR.8.11
- 8.12
Apply eigenvalues and eigenvectors to problems in context.LACS.PAR.8.12
- 8.1
Probabilistic Reasoning
- 6
Using probabilistic and quantitative reasoning, solve contextual, mathematical problems using Markov chains to explain real-life phenomena.LACS.PR.6
- 6.1
Model a finite random process using transition matrices in a Markov chain.LACS.PR.6.1
- 6.2
Simulate the different stages of a Markov chain using random numbers.LACS.PR.6.2
- 6.3
Use matrix algebra to calculate the probability of future states of a Markov chain.LACS.PR.6.3
- 6.4
Determine the attractor for a regular Markov chain.LACS.PR.6.4
- 6.5
Use transition matrices to identify absorbing states of a Markov chain.LACS.PR.6.5
- 6.6
Apply Markov chains in context.LACS.PR.6.6
- 6.7
Write a program to model the probabilities of real-life phenomena using a Markov chain.LACS.PR.6.7
- 6.1
Frequently asked questions
- What grade levels do these standards cover?
- Grade 9, Grade 10, Grade 11, and Grade 12
- Where can I read the official document?
- Georgia’s K-12 Mathematics Standards-Implementation SY2023-2024
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