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HarvardX's Data Science Professional Certificate Learning Path

HarvardX's Data Science Professional Certificate is a Certification designed by edX. It consists of None courses y se puede completar en 17 meses con 150 horas de contenido de aprendizaje .

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Descripción

Este recurso está en inglés

Learn fundamental R programming skills, statistical concepts such as probability, inference, and modeling and how to apply them in practice. Gain experience with the tidyverse, including data visualization with ggplot2 and data wrangling with dplyr.

Become familiar with essential tools for practicing data scientists such as Unix/Linux, git and GitHub, and RStudio. Implement machine learning algorithms. In-depth knowledge of fundamental data science concepts through motivating real-world case studies

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Cursos Incluidos

edX
Harvard University
Free
1. Data Science: R Basics
Rafael A. Irizarry

8 semanas, 2 horas/semana

Principiante
Dplyr Git Github R Programming RStudio Data Analysis Data Science Data Sets Data Types Data Visualization
edX
Harvard University
Free
2. Data Science: Visualization
Rafael A. Irizarry

8 semanas, 2 horas/semana

Principiante
ggplot Data Analysis Data Science Data Sets Data Visualization Exploratory Data Analysis
edX
Harvard University
Free
3. Data Science: Probability
Rafael A. Irizarry

8 semanas, 2 horas/semana

Principiante
R Programming Data Analysis Data Science Finance Analytics Inference Monte Carlo Simulations
edX
Harvard University
Free
4. Data Science: Inference and Modeling
Rafael A. Irizarry

8 semanas, 2 horas/semana

Principiante
Bayesian Statistics Confidence Intervals Data Analysis Data Modeling Data Science
edX
Harvard University
Free
5. Data Science: Productivity Tools
Rafael A. Irizarry

8 semanas, 2 horas/semana

Principiante
Git Github R Markdown R Programming RStudio Data Analysis Data Science
edX
Harvard University
Free
6. Data Science: Wrangling
Rafael A. Irizarry

8 semanas, 2 horas/semana

Principiante
Dplyr R Programming tidyverse Data Analysis Data Cleaning Data Mining Data Science Databases
edX
Harvard University
Free
7. Data Science: Linear Regression
Rafael A. Irizarry

8 semanas, 2 horas/semana

Principiante
R Programming Data Modeling Data Science Regression Statistical Analysis Variables
edX
Harvard University
Free
8. Data Science: Machine Learning
Rafael A. Irizarry

8 semanas, 3 horas/semana

Principiante
Algorithms Data Analysis Data Science Data Sets Machine Learning
edX
Harvard University
Free
9. Data Science: Capstone
Rafael A. Irizarry

2 semanas, 18 horas/semana

Principiante
R Programming Data Analysis Data Modeling Data Science Data Visualization Inference