Here is a list of math knowledge resources for data scientists, along with descriptions and links:
Khan Academy - Math Courses:
Khan Academy offers a wide range of math courses, from basic arithmetic to advanced calculus and linear algebra. It's a comprehensive resource for building a strong mathematical foundation.
Khan Academy - Math Courses
Coursera - Mathematics for Machine Learning Specialization:
A Coursera specialization that covers essential mathematical concepts for machine learning, including linear algebra, calculus, and probability.
Mathematics for Machine Learning Specialization
MIT OpenCourseWare - Mathematics:
MIT's OpenCourseWare provides free access to a wide range of mathematics courses, including calculus, linear algebra, and differential equations.
MIT OpenCourseWare - Mathematics
3Blue1Brown - YouTube Channel:
3Blue1Brown is a YouTube channel that provides visually engaging explanations of various math concepts, including linear algebra, calculus, and differential equations.
3Blue1Brown - YouTube Channel
Brilliant - Math and Science Learning:
Brilliant offers interactive courses in math and science. It provides problem-solving exercises and challenges to deepen understanding.
Brilliant - Math and Science
Paul's Online Math Notes:
Paul's Online Math Notes is a resource that provides free tutorials and notes on topics such as calculus, linear algebra, and differential equations.
Paul's Online Math Notes
Desmos - Graphing Calculator:
Desmos is an online graphing calculator that allows you to visualize mathematical concepts. It's a powerful tool for understanding functions and equations.
Desmos - Graphing Calculator
Wolfram Alpha - Computational Engine:
Wolfram Alpha is a computational engine that can help with solving mathematical problems, performing symbolic computations, and providing step-by-step solutions.
Wolfram Alpha
SymPy - Symbolic Mathematics in Python:
SymPy is a Python library for symbolic mathematics. It allows you to perform symbolic calculations and manipulations.
SymPy
The Art of Problem Solving (AoPS) - Online School:
AoPS provides online classes and resources for students interested in advanced mathematical problem-solving. It covers topics like algebra, geometry, and number theory.
The Art of Problem Solving (AoPS)
These resources cater to various levels of mathematical proficiency and cover a broad spectrum of topics relevant to data science. Explore them based on your current skill level and areas of interest.
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