Acerca de este Curso
2,496

100 % en línea

Comienza de inmediato y aprende a tu propio ritmo.

Fechas límite flexibles

Restablece las fechas límite en función de tus horarios.

Nivel intermedio

Aprox. 21 horas para completar

Sugerido: 3-7 hours per week...

Inglés (English)

Subtítulos: Inglés (English)

100 % en línea

Comienza de inmediato y aprende a tu propio ritmo.

Fechas límite flexibles

Restablece las fechas límite en función de tus horarios.

Nivel intermedio

Aprox. 21 horas para completar

Sugerido: 3-7 hours per week...

Inglés (English)

Subtítulos: Inglés (English)

Programa - Qué aprenderás en este curso

Semana
1
6 horas para completar

Getting Started

...
3 videos (Total 32 minutos), 7 readings, 1 quiz
3 videos
Temporal Analysis and Visualization14m
Control Chart Analysis9m
7 lecturas
About the Course10m
Best Practices for Online Learning10m
Technology Tools10m
Learning Journey Syllabus10m
Temporal Analysis10m
Temporal Analysis and Visualization10m
Control Chart Analysis10m
Semana
2
4 horas para completar

Strings and Sequences

...
7 videos (Total 101 minutos), 7 readings, 2 quizzes
7 videos
Strings and Sequences: Prefix Search12m
Strings and Sequences: Subsequence Search and Suffix Trees15m
Strings and Sequences: Suffix Arrays11m
Strings and Sequences: Subsequence/Pattern Search23m
Strings and Sequences: Approximate Matches11m
Sequence and Time Series: Edit Distance20m
7 lecturas
Introduction to Strings and Sequences10m
Strings and Sequences: Prefix Search10m
Strings and Sequences: Subsequence Search and Suffix Trees10m
Strings and Sequences: Suffix Arrays10m
Strings and Sequences: Subsequence/Pattern Search10m
Strings and Sequences: Approximate Matches10m
Edit Distance10m
2 ejercicios de práctica
Knowledge Check: Strings and Sequences30m
Knowledge Check: Edit Distance30m
Semana
3
3 horas para completar

W-Grams and Other Approaches

...
6 videos (Total 74 minutos), 6 readings, 1 quiz
6 videos
Cross-Parsing Distance13m
Compression Distance10m
Filtering13m
W-Grams12m
String Kernels and Min-Sampling Similarity Algorithms21m
6 lecturas
Data Review10m
Cross-Parsing Distance10m
Compression Distance10m
Filtering10m
W-Grams (N-Grams)10m
Additional Filtering Algorithms10m
1 ejercicio de práctica
Knowledge Check: W-Grams and Other Approaches to Filtering30m
Semana
4
5 horas para completar

Time Series

...
13 videos (Total 194 minutos), 12 readings
13 videos
Time Series Modeling17m
Time Series Seasonal Differencing22m
Key Properties of ACF and PACF18m
Seasonal Series Using ACF and PACF 519m
Time Series Matching2m
Euclidean Distance and Correlation Similarity5m
Issues with Synchronized Measures4m
Edit Distance and Dynamic Time Warping28m
Reducing the Cost of DTW3m
sDTW Algorithm and SAX12m
Time Series Summary2m
Time Series Motifs35m
12 lecturas
Introduction to Time Series10m
Time Series Models10m
Time Series Seasonal Differencing10m
Key Properties of ACF and PACF10m
Seasonal Series Using ACF and PACF 510m
Introduction to Time Series Matching10m
Euclidean Distance and Correlation Similarity10m
Issues with Synchronized Measures10m
Edit Distance vs Dynamic Time Warping10m
Reducing Costs10m
sDTW Algorithm and SAX10m
Time Series Motifs10m
Semana
5
8 horas para completar

Tree Maps and Hierachies

...
7 videos (Total 93 minutos), 7 readings, 3 quizzes
7 videos
Introduction to Tree Maps12m
Tree Map Algorithms15m
What is Hierarchical Data Clustering?5m
Agglomerative Clustering12m
Distance Metrics in Hierarchical Clustering28m
Jupyter Notebooks Demonstration: Dendrograms9m
7 lecturas
Introduction to Trees and Hierarchies10m
Introduction to Tree Maps10m
Tree Map Algorithms10m
Introduction to Hierarchal Clustering10m
Agglomerative Clustering10m
Distance Metrics in Hierarchical Clustering10m
Jupyter Notebook Demonstration: Creating Dendograms10m
2 ejercicios de práctica
Knowledge Check: Trees and Hierachies30m
Knowledge Check: Hierarchical Clustering30m

Instructores

Avatar

Ross Maciejewsk

Associate Professor at Arizona State University in the School of Computing, Informatics & Decision Systems Engineering and Director of the Center for Accelerating Operational Efficiency
School of Computing, Informatics & Decision Systems Engineering
Avatar

K. Selcuk Candan

Professor of Computer Science and Engineering
Director of ASU’s Center for Assured and Scalable Data Engineering (CASCADE)

Comienza a trabajar para obtener tu maestría

Este curso es parte del Master of Computer Science completamente en línea de Universidad del Estado de Arizona. Si eres aceptado en el programa completo, tus cursos cuentan para tu título.

Acerca de Universidad del Estado de Arizona

Arizona State University has developed a new model for the American Research University, creating an institution that is committed to excellence, access and impact. ASU measures itself by those it includes, not by those it excludes. ASU pursues research that contributes to the public good, and ASU assumes major responsibility for the economic, social and cultural vitality of the communities that surround it....

Acerca del programa especializado Visualización de datos

Visual representations generated by statistical models help us to make sense of large, complex datasets through interactive exploration, thereby enabling big data to realize its potential for informing decisions. This specialization covers techniques and algorithms for creating effective visualizations based on principles from graphic design, visual art, perceptual psychology, and cognitive science to enhance the understanding of complex data....
Visualización de datos

Preguntas Frecuentes

  • Una vez que te inscribes para obtener un Certificado, tendrás acceso a todos los videos, cuestionarios y tareas de programación (si corresponde). Las tareas calificadas por compañeros solo pueden enviarse y revisarse una vez que haya comenzado tu sesión. Si eliges explorar el curso sin comprarlo, es posible que no puedas acceder a determinadas tareas.

  • Cuando te inscribes en un curso, obtienes acceso a todos los cursos que forman parte del Programa especializado y te darán un Certificado cuando completes el trabajo. Se añadirá tu Certificado electrónico a la página Logros. Desde allí, puedes imprimir tu Certificado o añadirlo a tu perfil de LinkedIn. Si solo quieres leer y visualizar el contenido del curso, puedes auditar el curso sin costo.

¿Tienes más preguntas? Visita el Centro de Ayuda al Alumno.