Math for Data Science Masterclass
Learn about probability, statistics, and more using the mathematics that are foundational to the field of data science.
Lo que serás capaz de hacer
Welcome to the best online course for learning about the Math behind the field of Data Science! Working together for the first time ever, Krista King and Jose Portilla have combined forces to deliver you a best in class course experience in how to use mathematics to solve real world data science problems. This course has been specifically designed to help you understand the mathematical concepts behind the field of data science, so you can have a first principles level understanding of how to use data effectively in an organization. Often students entering the field of data science are confused on where to start to learn about the fundamental math behind the concepts. This course was specifically designed to help bridge that gap and provide students a clear, guided path through the complex and interesting world of math used in the field of data science. Designed to balance theory and application, this is the ultimate learning experience for anyone wanting to really understand data science. Why choose this course? Combined together, Krista and Jose have taught over 3.2 million students about data science and mathematics and their joint expertise means you'll be able to get the best and clearest mathematical explanations from Krista with framing about real world data science applications from Jose. At the end of each section is a set of practice problems developed from real-world company situations, where you can directly apply what you know to test your understanding. What's covered in this course? In this course, we'll cover: Understanding Data Concepts Measurements of Dispersion and Central Tendency Different ways to visualize data Permutations Combinatorics Bayes' Theorem Random Variables Joint Distributions Covariance and Correlation Probability Mass and Density Functions Binomial, Bernoulli, and Poisson Distributions Normal Distribution and Z-Scores Sampling and Bias Central Limit Theorem Hypothesis Testing Linear Regression and much more! Enroll today and we'll see you inside the course! Krista and Jose
- Understand core concepts about data quality and quantity
- Learn about how to measure data with statistics
- Discover how to visualize data with a variety of plot types
- Use combinatorics to calculate permutations and combinations of objects
- Understand the key ideas in using probability to solve problems
- Learn how to use data distributions with real world data
Temario
UNIDAD 1 - Introduction · 2 leccionesUNIDAD 1 - Introduction
UNIDAD 1 - Introduction
- Welcome to the Course! Important Info in this Lecture!
- Course Overview and Curriculum
UNIDAD 2 - Core Data Concepts · 7 leccionesUNIDAD 2 - Core Data Concepts
UNIDAD 2 - Core Data Concepts
- Measurements of Central Tendency - Mean, Median, and Mode
- Introduction to Core Data Concepts
- Check-In Quiz: Central Tendency
- Measurements of Dispersion - Variance and Standard Deviation
- Check-in Quiz: Measurements of Dispersion
- Quartiles and IQR
- Check-in Quiz: Quartiles and IQR
UNIDAD 3 - Visualizing Data · 11 leccionesUNIDAD 3 - Visualizing Data
UNIDAD 3 - Visualizing Data
- Introduction to Visualizing Data
- Scatter Plots
- Check-in Quiz: Scatter Plots
- Line Plots
- Distribution Plots - Histograms
- Check-in Quiz: Histograms
- Categorical Plots - Bar Plots
- Categorical/Distribution Plots - Box and Whisker Plots
- Check-in Quiz: Box Plots
- Other Plot Types - Violin Plot, KDE Plot
- Common Plot Pitfalls
UNIDAD 4 - Combinatorics · 5 leccionesUNIDAD 4 - Combinatorics
UNIDAD 4 - Combinatorics
- Introduction to Combinatorics
- Factorials
- Permutations
- Combinations
- Combinatorics Practice Problem Set and Answers
UNIDAD 5 - Probability · 9 leccionesUNIDAD 5 - Probability
UNIDAD 5 - Probability
- Introduction to Probability
- Probability, Law of Large Numbers, Experimental vs. Expected
- The Addition Rule, Union and Intersection, Venn Diagrams
- Conditional Probability, Independent and Dependent
- Bayes' Theorem
- Discrete Probability
- Transforming Random Variables
- Combinations of Random Variables
- Probability Practice Problem Set and Answers
UNIDAD 6 - Joint Distributions · 4 leccionesUNIDAD 6 - Joint Distributions
UNIDAD 6 - Joint Distributions
- Introduction to Joint Distributions
- Covariance
- Pearson Correlation Coefficient
- Joint Distribution Practice Problem Set and Answers
UNIDAD 7 - Data Distributions · 10 leccionesUNIDAD 7 - Data Distributions
UNIDAD 7 - Data Distributions
- Introduction to Data Distributions
- Probability Mass Functions
- Discrete Uniform Distribution - Dice Roll
- Probability Density Functions
- Continuous Uniform Distribution - Voltage
- Cumulative Distribution Functions
- Binomial Distribution
- Bernoulli Distribution
- Poisson Distribution
- Data Distributions Practice Problem Set and Answers
UNIDAD 8 - The Normal Distribution · 6 leccionesUNIDAD 8 - The Normal Distribution
UNIDAD 8 - The Normal Distribution
- Introduction to The Normal Distribution
- Mean, Variance, and Standard Deviation
- Normal Distribution
- Standard Normal Distribution
- Z-Scores
- Normal Distribution Practice Problem Set and Answers
UNIDAD 9 - Sampling · 6 leccionesUNIDAD 9 - Sampling
UNIDAD 9 - Sampling
- Introduction to Sampling
- Sampling and Bias
- The Central Limit Theorem
- The Student's t-Distribution
- Confidence Interval for the Mean
- Sampling Practice Problem Set and Answers
UNIDAD 10 - Hypothesis Testing · 7 leccionesUNIDAD 10 - Hypothesis Testing
UNIDAD 10 - Hypothesis Testing
- Introduction to Hypothesis Testing
- Inferential Statistics and Hypotheses
- Significance Level and Type I and II Errors
- Test Statistics for One- and Two-Tailed Tests
- The p-Value and Rejecting the Null
- A|B Testing
- Hypothesis Testing Practice Problem Set and Answers
UNIDAD 11 - Regression · 7 leccionesUNIDAD 11 - Regression
UNIDAD 11 - Regression
- Introduction to Regression
- Scatterplots and Regression
- Correlation Coefficient and the Residual
- Coefficient of Determination and the RMSE
- Chi-Square Tests
- ANOVA
- Regression Practice Problem Set and Answers
Tu certificado lo emite la SEP, no solo una plataforma
Al demostrar la competencia recibes un certificado emitido por la Secretaría de Educación Pública a través del Gobierno del Estado de México: un documento oficial que puedes presentar con confianza ante cualquier empleador o institución.
Tu certificado con INEC
- Lo emite la Secretaría de Educación Pública (SEP), a través del Gobierno del Estado de México
- Documento oficial con folio verificable en línea
- Lo otorga la Universidad Tecnológica Fidel Velázquez
Otras plataformas en línea
- Constancia privada emitida por la misma plataforma
- Solo acredita horas cursadas o asistencia
- Sin respaldo de una autoridad educativa
Tu itinerario, de la inscripción al certificado
- 1
Inscripción con pago único
Pagas $2,800 MXN una sola vez y entras de inmediato al curso.
- 2
Estudias a tu ritmo
11 unidades con videos, lecturas y actividades, disponibles 24/7 durante 12 meses.
- 3
Cuestionarios por unidad
6 cuestionarios para comprobar lo aprendido.
- 4
Certificado
Emitido por la SEP a través del Gobierno del Estado de México, con folio verificable.
Un certificado oficial de la SEP
Muestra · verificable por folio y QR
- Emitido por la Secretaría de Educación Pública (SEP), a través del Gobierno del Estado de México. No es una constancia privada: es un documento oficial, y ese respaldo marca la diferencia frente a otras plataformas en línea.
- Contenido impartido por Jose Portilla.
- Folio y QR verificables para compartirlo con quien te contrate.
Empieza hoy, a tu ritmo
Un solo pago y acceso inmediato al curso completo durante 12 meses.
- 11 unidades · 74 lecciones · 55 h
- 12 meses de acceso
- 6 cuestionarios de evaluación
- Certificado emitido por la SEP (Gob. del Estado de México) con folio verificable
Sobre tu inscripción
¿Cómo es el pago?
Un solo pago de $2,800 MXN. No hay mensualidades ni cargos recurrentes.
¿Cuánto tiempo tengo acceso?
12 meses desde tu inscripción, 24/7, para avanzar a tu ritmo.
¿Quién imparte el contenido?
El curso es impartido por Jose Portilla; INEC gestiona tu inscripción, evaluación y certificado.
¿Qué pasa cuando vence mi acceso?
Puedes renovar tu cuenta tú mismo desde la plataforma, sin trámites ni esperas.
