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دسته بندی دوره ها

Programming Foundations: Numerical Mathematics and Calculations

سرفصل های دوره

Junior software developers usually lose a tremendous amount of time choosing the “right” programming language, not knowing that the programming language they use is less important than their ability to solve problems and create useful programs. In this course, Terezija Semenski provides a solid and relevant base of knowledge in the most important mathematics concepts and topics to help you gain the skills needed to solve complex problems and to discover subtle patterns in data.

Terezija provides you a basic knowledge of topics in algebra, calculus, probability, statistics, and linear algebra, but instead of theorems and proofs, she uses real-world examples and code to illustrate the concepts. If you want to upgrade your math skills and learn more about applications of mathematics in software, this course is for you.


01 - Introduction
  • 01 - Numerical mathematics and calculations for programming.
  • 02 - What you should know

  • 02 - 1. Introduction to Algebra and Calculus
  • 01 - Mathematical operators and order of operations
  • 02 - Common mathematical functions
  • 03 - Using built-in math functions
  • 04 - Writing a program to calculate factors of an integer
  • 05 - Challenge Converting units of measurement
  • 06 - Solution Converting units of measurement

  • 03 - 2. Sequences and Series
  • 01 - Introduction to sequences and series
  • 02 - Sequences of numbers
  • 03 - Arithmetic and geometric progression
  • 04 - Series

  • 04 - 3. Vectors Basics
  • 01 - Introduction to vectors
  • 02 - Vector arithmetic
  • 03 - Cartesian coordinate system
  • 04 - Dot product of vectors
  • 05 - Scalar and vector projection
  • 06 - Basis, linear independence, and span

  • 05 - 4. Introduction to Matrices
  • 01 - Matrices introduction
  • 02 - Adding and multiplying matrices
  • 03 - Types of matrix transformation
  • 04 - Transposing matrices
  • 05 - Creating 3D shapes
  • 06 - Solving a system of equations

  • 06 - 5. Exploring Data with Statistics
  • 01 - Calculating the mean
  • 02 - Calculating the median
  • 03 - Finding the mode and creating a frequency table
  • 04 - Measuring the dispersion and finding the range of a set of numbers
  • 05 - The variance and standard deviation
  • 06 - Challenge Creating a grouped frequency table
  • 07 - Solution Creating a grouped frequency table

  • 07 - 6. Sets and Probability
  • 01 - Set introduction
  • 02 - Subsets, supersets, and powersets
  • 03 - Set operations
  • 04 - Basic concepts of probability
  • 05 - Probability of the intersection of two events
  • 06 - Probability of the union of two events
  • 07 - Generating random numbers

  • 08 - Conclusion
  • 01 - Next steps
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    تاریخ انتشار: 13 اسفند 1401
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