Extra Assignment: Linear Algebra Applications in Computer ScienceTask Description:$1.**$Introduction to Linear Algebra in Computer Science:$**-$ Provide an overview of the foundational role of linear algebra in computer science. $-$ Explain the significance of linear algebraic equations in modeling and problem$-$solving within the field$\mathrm{.}2.**$Problem Identification:$**$ Choose a specific area within computer science $($e$.$g$.,$ machine learning, cryptography, robotics, databases$)$ and identify a problem or concept that can be addressed using linear algebra. $-$ Clearly define the problem or concept and its relevance in the chosen field. $-$ Explain how linear algebra can be utilized to model or solve this problem$\mathrm{.}3.**$Mathematical Formulation:$**-$ Translate the problem or concept into mathematical terms, such as a system of linear equations, matrices, vectors, or transformations. $-$ Describe the variables, constraints, or relationships involved in the problem using mathematical notation$\mathrm{.}4.**$Application of Linear Algebra:$**-$ Discuss various linear algebraic techniques or concepts relevant to solving the formulated problem. $-$ Explore how concepts like eigenvalues, eigenvectors, matrix factorization, or linear transformations can be applied in the context of the chosen problem$\mathrm{.}5.**$Implementation and Analysis:$**-$ Implement one or more selected linear algebra techniques using MATLAB. $-$ Apply the techniques to a relevant dataset, simulation, or scenario related to the chosen problem. $-$ Evaluate and analyze the results obtained, discussing their implications and significance within the specific domain of computer science.