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Mathematics for Data Analysis and Modeling
course content

Course Content

Mathematics for Data Analysis and Modeling

Mathematics for Data Analysis and Modeling

1. Basic Mathematical Concepts and Definitions
What is a Function?What are Number Series?Sum of Elements of The SeriesChallenge: Calculating Sum of Geometric ProgressionVectors and Matrices
2. Linear Algebra
Numerical Operations on Vectors and MatricesChallenge: Calculate the Matrix Multiplication ResultMatrix DeterminantScaling Factor of the Linear TransformationChallenge: Figures' Linear TransformationsInversed and Transposed MatricesSystem of Linear EquationsChallenge: Solving the Task Using SLEEigenvalues and Eigenvectors
3. Mathematical Analysis
Derivative of the FunctionPartial Derivative of the FunctionChallenge: Solving Task Using DerivativeOptimization ProblemChallenge: Solving the Optimisation ProblemGradient Descent MethodChallenge: Optimising Function Of Multiple Variables

bookChallenge: Calculate the Matrix Multiplication Result

Task

Your task is to write code that will multiply two matrices, A and B, using the dot product between two vectors.

  1. Specify the shape of the resulting matrix (number of rows and columns).
  2. Calculate the resulting matrix using the dot product between the corresponding rows of the first matrix and columns of the second matrix.

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Section 2. Chapter 2
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bookChallenge: Calculate the Matrix Multiplication Result

Task

Your task is to write code that will multiply two matrices, A and B, using the dot product between two vectors.

  1. Specify the shape of the resulting matrix (number of rows and columns).
  2. Calculate the resulting matrix using the dot product between the corresponding rows of the first matrix and columns of the second matrix.

Switch to desktopSwitch to desktop for real-world practiceContinue from where you are using one of the options below
Everything was clear?

How can we improve it?

Thanks for your feedback!

Section 2. Chapter 2
toggle bottom row

bookChallenge: Calculate the Matrix Multiplication Result

Task

Your task is to write code that will multiply two matrices, A and B, using the dot product between two vectors.

  1. Specify the shape of the resulting matrix (number of rows and columns).
  2. Calculate the resulting matrix using the dot product between the corresponding rows of the first matrix and columns of the second matrix.

Switch to desktopSwitch to desktop for real-world practiceContinue from where you are using one of the options below
Everything was clear?

How can we improve it?

Thanks for your feedback!

Task

Your task is to write code that will multiply two matrices, A and B, using the dot product between two vectors.

  1. Specify the shape of the resulting matrix (number of rows and columns).
  2. Calculate the resulting matrix using the dot product between the corresponding rows of the first matrix and columns of the second matrix.

Switch to desktopSwitch to desktop for real-world practiceContinue from where you are using one of the options below
Section 2. Chapter 2
Switch to desktopSwitch to desktop for real-world practiceContinue from where you are using one of the options below
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