Basics of mathematics for Data Science

Machine learning training


Python syntax

Skills your team will gain

An understanding of mathematical fundamentals of ML and DL algorithms.

The ability to use essential mathematical tools in machine and deep learning.

Greater mathematical intuition about typical types of data and their properties.


3 days


Part 1

How to imagine many dimensions

  • Vector and matrix operations
  • Linear operations
  • Matrix decompositions
  • Distances

Part 2

How to understand a function without drawing it

  • Limit
  • Derivative and gradient
  • Looking for a function’s maximum and minimum

Part 3

How to use data

  • Random distributions
  • Descriptive statistics
  • Error functions
  • Linear regression

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