Are you interested in Data Science but lack the math background for it? Has math always been a tough subject that you tend to avoid? This course will provide an intuitive understanding of foundational integral calculus, including integration by parts, area under a curve, and integral computation. It will also cover root-finding methods, matrix decomposition, and partial derivatives.
Este curso forma parte de Programa especializado: Expressway to Data Science: Essential Math
ofrecido por
Programa especializado: Expressway to Data Science: Essential MathUniversidad de Colorado en BoulderAcerca de este Curso
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Fechas límite flexibles
Restablece las fechas límite en función de tus horarios.
Certificado para compartir
Obtén un certificado al finalizar
100 % en línea
Comienza de inmediato y aprende a tu propio ritmo.
Nivel intermedio
Beginning algebra and basic function graphing.
Aprox. 4 horas para completar
Inglés (English)
Subtítulos: Inglés (English)
Qué aprenderás
Practice integrating by parts for more complex problems.
Identify how bisection works after its given an initial guess.
Diagonalize a matrix by hand.
Compute the partial derivatives of a function.
Habilidades que obtendrás
- Singular Value Decomposition (SVD)
- root-finding
- Integrals
- Partial Derivative
- matrix diagonalization
Fechas límite flexibles
Restablece las fechas límite en función de tus horarios.
Certificado para compartir
Obtén un certificado al finalizar
100 % en línea
Comienza de inmediato y aprende a tu propio ritmo.
Nivel intermedio
Beginning algebra and basic function graphing.
Aprox. 4 horas para completar
Inglés (English)
Subtítulos: Inglés (English)
ofrecido por
Universidad de Colorado en Boulder
CU-Boulder is a dynamic community of scholars and learners on one of the most spectacular college campuses in the country. As one of 34 U.S. public institutions in the prestigious Association of American Universities (AAU), we have a proud tradition of academic excellence, with five Nobel laureates and more than 50 members of prestigious academic academies.
Comienza a trabajar para obtener tu maestría
Este curso es parte del Master of Science in Data Science completamente en línea de Universidad de Colorado en Boulder.
Si te aceptan en el programa completo, tus cursos cuentan para tu título de grado.
Programa - Qué aprenderás en este curso
1 hora para completar
Area Under The Curve
Explore the notion of area under a curve, how that relates to the integral and compute basic integrals.
1 hora para completar
5 videos (Total 23 minutos), 1 lectura, 4 cuestionarios
26 minutos para completar
Numerical Analysis Intro
Introduction to Numerical Analysis using 2 root-finding methods.
26 minutos para completar
2 videos (Total 16 minutos)
1 hora para completar
Diagonalization & SVD
Explore general matrix decomposition, as well as a specialized and useful version called Singular Value Decomposition.
1 hora para completar
7 videos (Total 37 minutos)
1 hora para completar
Partial Derivatives & Steepest Descent
We will learn a core calculus concept called partial derivatives, as well as delving into directional derivatives and their usefulness in higher level statistics.
1 hora para completar
5 videos (Total 36 minutos)
Acerca de Programa especializado: Expressway to Data Science: Essential Math
Data Science is growing rapidly, creating opportunities for careers across a variety of fields. This specialization is designed for learners embarking on careers in Data Science. Learners are provided with a concise overview of the foundational mathematics that are critical in Data Science. Topics include algebra, calculus, linear algebra, and some pertinent numerical analysis. Expressway to Data Science is also an excellent primer for students preparing to complete CU Boulder’s Master of Science in Data Science program.
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