What is data mining, and why is it important to learn about?

Data mining is the process of discovering meaningful patterns in large datasets to help guide an organization’s decision-making. With the use of techniques like regression, classification, and cluster analysis, data mining can sort through vast amounts of raw data to analyze customer preferences, detect fraudulent transactions, or perform social network analyses. Data mining is important because it delivers the descriptive and predictive analytics needed by an organization to increase productivity and sales, reduce costs, and prepare for the future. Like other areas of data science, data mining typically relies on the Python programming language for tasks like data cleansing, data organization, and machine learning (ML) applications. In social data mining, data clustering algorithms are used to inform recommender systems that can guide customers in entertainment and e-commerce choices. When delving into unstructured datasets, data mining can employ information retrieval (IR) and natural language processing (NLP) for text mining applications that can uncover customers’ emerging concerns or unmet needs.

What kinds of careers can I have with a background in data mining?

Depending on the size of an organization, data mining specialists, data analysts, or data engineers may be responsible for data mining. Regardless of job title, data mining requires an understanding of all types of data, databases, and distributed file systems as well as statistical requirements for descriptive and predictive analysis. And, although most data mining is performed with either Python or R programming skills, knowledge of SQL and business intelligence software can also be very important. Data mining is also a core skill for data scientists, who have the programming skills, understanding of statistics, and ability to wrangle and visualize data that is essential in this field. They also have the in-depth knowledge of ML algorithms to aid their exploratory analysis, whether they are solving public policy questions, helping to detect disease outbreaks, or identifying money laundering operations. According to Glassdoor, the national average salary for a data scientist in the United States is $113,309 per year.

Can I learn about data mining by taking online courses on Coursera?

Yes! Coursera has a wide range of online courses and Specializations on data mining and related topics including machine learning, natural language processing, and applied data science with Python. You can take courses from top-ranked institutions like the University of Illinois at Urbana-Champaign, Johns Hopkins University, and the University of Washington, as well as industry-leading organizations like IBM, so you don’t have to sacrifice the quality of your education for the opportunity to learn online. Coursera also offers the opportunity to earn a Data Science Professional Certificate from IBM. And, with Coursera Guided Projects, you have the opportunity to add skills to your resume through hands-on tutorials presented by expert instructors in cutting-edge topics like Covid-19 data analysis using Python and sentiment analysis with deep learning.

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Data Mining

Cursos de Data Mining

Explore 100% das graduações e certificados on-line na Coursera

Master of Computer Science in Data ScienceUniversity of Illinois

Master of Computer ScienceArizona State University

Maestría en Ingeniería de SoftwareUniversidad de los Andes

Data Mining
University of Illinois at Urbana-Champaign
Programa de cursos integrados
Avaliado como 4.5 de 5 estrelas. 2219 análises
160k Alunos
Intermediate
Applied Data Science with Python
University of Michigan
Programa de cursos integrados
Avaliado como 4.5 de 5 estrelas. 26430 análises
630k Alunos
Intermediate
IBM Data Science
IBM
PROFESSIONAL CERTIFICATE
Avaliado como 4.6 de 5 estrelas. 62752 análises
630k Alunos
Beginner
Predictive Analytics and Data Mining
University of Illinois at Urbana-Champaign
Curso
Avaliado como 4.4 de 5 estrelas. 95 análises
5.8k Alunos
Intermediate
Introducción a la Minería de Datos
Pontificia Universidad Católica de Chile
Curso
Avaliado como 4.6 de 5 estrelas. 797 análises
26k Alunos
Beginner
Machine Learning
Stanford University
Curso
Avaliado como 4.9 de 5 estrelas. 147808 análises
3.6m Alunos
Mixed
Code Free Data Science
University of California San Diego
Curso
Avaliado como 4.4 de 5 estrelas. 51 análises
6.6k Alunos
Beginner
Data Engineering with Google Cloud
Google Cloud
PROFESSIONAL CERTIFICATE
Avaliado como 4.6 de 5 estrelas. 12938 análises
170k Alunos
Intermediate
Applied Machine Learning in Python
University of Michigan
Curso
Avaliado como 4.6 de 5 estrelas. 6567 análises
200k Alunos
Intermediate
Data Visualization
University of Illinois at Urbana-Champaign
Curso
Avaliado como 4.5 de 5 estrelas. 1069 análises
87k Alunos
Mixed
Social Media Data Analytics
University of Washington
Curso
Avaliado como 4.2 de 5 estrelas. 223 análises
27k Alunos
Intermediate
Pattern Discovery in Data Mining
University of Illinois at Urbana-Champaign
Curso
Avaliado como 4.3 de 5 estrelas. 273 análises
31k Alunos
Mixed
Introduction to Data Science in Python
University of Michigan
Curso
Avaliado como 4.5 de 5 estrelas. 22015 análises
520k Alunos
Intermediate
Gestión de las empresas de alimentación y bebidas
Università Bocconi
Curso
Avaliado como 4.8 de 5 estrelas. 491 análises
16k Alunos
Mixed
Clinical Natural Language Processing
University of Colorado System
Curso
Avaliado como 3.5 de 5 estrelas. 15 análises
2.6k Alunos
Intermediate
Assessment for Learning
University of Illinois at Urbana-Champaign
Curso
Avaliado como 4.5 de 5 estrelas. 70 análises
4.5k Alunos
Beginner
Mining Data to Extract and Visualize Insights in Python
Coursera Project Network
Novos
projeto guiado
Avaliado como 4.4 de 5 estrelas. 45 análises
Beginner
Text Mining and Analytics
University of Illinois at Urbana-Champaign
Curso
Avaliado como 4.5 de 5 estrelas. 565 análises
55k Alunos
Mixed
Mining Quality Prediction Using Machine & Deep Learning
Coursera Project Network
Novos
projeto guiado
Avaliado como 4.9 de 5 estrelas. 20 análises
2.1k Alunos
Beginner
Process Mining: Data science in Action
Eindhoven University of Technology
Curso
Avaliado como 4.8 de 5 estrelas. 779 análises
44k Alunos
Intermediate

Searches related to data mining

data mining project

data mining algorithms

applied data mining

predictive analytics and data mining

cluster analysis in data mining

pattern discovery in data mining

mining data to extract and visualize insights in python

data stream mining

Em resumo, aqui estão 10 dos nossos cursos mais populares data mining

Data Mining: University of Illinois at Urbana-Champaign
Applied Data Science with Python: University of Michigan
IBM Data Science: IBM
Predictive Analytics and Data Mining: University of Illinois at Urbana-Champaign
Introducción a la Minería de Datos: Pontificia Universidad Católica de Chile
Machine Learning: Stanford University
Code Free Data Science: University of California San Diego
Data Engineering with Google Cloud: Google Cloud
Applied Machine Learning in Python: University of Michigan
Data Visualization: University of Illinois at Urbana-Champaign

Habilidades que você pode aprender em Machine Learning

Programação Em Python (33)

TensorFlow (32)

Aprendizagem Profunda (30)

Rede Neural Artificial (24)

Perguntas frequentes sobre Mineração de dadosData Mining

Data mining is the process of discovering meaningful patterns in large datasets to help guide an organization’s decision-making. With the use of techniques like regression, classification, and cluster analysis, data mining can sort through vast amounts of raw data to analyze customer preferences, detect fraudulent transactions, or perform social network analyses. Data mining is important because it delivers the descriptive and predictive analytics needed by an organization to increase productivity and sales, reduce costs, and prepare for the future.
Like other areas of data science, data mining typically relies on the Python programming language for tasks like data cleansing, data organization, and machine learning (ML) applications. In social data mining, data clustering algorithms are used to inform recommender systems that can guide customers in entertainment and e-commerce choices. When delving into unstructured datasets, data mining can employ information retrieval (IR) and natural language processing (NLP) for text mining applications that can uncover customers’ emerging concerns or unmet needs.
Depending on the size of an organization, data mining specialists, data analysts, or data engineers may be responsible for data mining. Regardless of job title, data mining requires an understanding of all types of data, databases, and distributed file systems as well as statistical requirements for descriptive and predictive analysis. And, although most data mining is performed with either Python or R programming skills, knowledge of SQL and business intelligence software can also be very important.
Data mining is also a core skill for data scientists, who have the programming skills, understanding of statistics, and ability to wrangle and visualize data that is essential in this field. They also have the in-depth knowledge of ML algorithms to aid their exploratory analysis, whether they are solving public policy questions, helping to detect disease outbreaks, or identifying money laundering operations. According to Glassdoor, the national average salary for a data scientist in the United States is $113,309 per year.
Yes! Coursera has a wide range of online courses and Specializations on data mining and related topics including machine learning, natural language processing, and applied data science with Python. You can take courses from top-ranked institutions like the University of Illinois at Urbana-Champaign, Johns Hopkins University, and the University of Washington, as well as industry-leading organizations like IBM, so you don’t have to sacrifice the quality of your education for the opportunity to learn online.
Coursera also offers the opportunity to earn a Data Science Professional Certificate from IBM. And, with Coursera Guided Projects, you have the opportunity to add skills to your resume through hands-on tutorials presented by expert instructors in cutting-edge topics like Covid-19 data analysis using Python and sentiment analysis with deep learning.

Outros tópicos para explorar

Ciência da Computação

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O que o Coursera tem a oferecer

Programa de estudo

Descrição

projeto guiado

Aprenda uma habilidade relevante para o trabalho que você possa usar hoje em menos de 2 horas com uma experiência interativa orientada por um especialista no assunto. Acesse tudo o que você precisa direto no seu navegador e conclua seu projeto com confiança, com instruções passo a passo.

Curso

Aprenda Machine Learning com cursos Machine Learning on-line. Faça cursos com os melhores instrutores e universidades do mundo. Os cursos incluem o registro de tarefas com avaliação automática ou entre colegas, palestras em vídeo e fóruns de discussão da comunidade. Ao concluir um curso, você estará qualificado para receber um Certificado de Curso eletrônico que pode ser compartilhado por um preço pequeno.

Programa de cursos integrados

Aprenda Machine Learning com Programas de cursos integrados de Machine Learning on-line. Inscreva-se em um Programa de cursos integrados para dominar uma habilidade de carreira específica. Você concluirá uma série de cursos completos, fará projetos práticos e receberá um Certificado de Programa de cursos integrados para compartilhar com sua rede profissional e possíveis empregadores.

Certificado profissional

Independentemente de você querer começar uma nova carreira ou mudar a que já tem, o Certificados profissionais da Coursera o ajudará a estar pronto para o trabalho. Aprenda no seu ritmo com as melhores empresas e universidades, aplique suas novas habilidades em projetos práticos que demonstrem sua experiência a potenciais empregadores e ganhe uma credencial de carreira para iniciar uma nova.

CERTIFICADO MASTERTRACK™

Com o Certificados MasterTrack™, partes dos programas de Mestrado foram divididas em módulos on-line para que você receba uma credencial profissional emitida por uma universidade de alta qualidade por um preço especial, em um formato flexível e interativo. Tenha uma experiência de aprendizagem muito envolvente com projetos voltados ao mercado de trabalho e instrução ao vivo de especialistas. Se você for aceito no programa completo de mestrado, seu curso do MasterTrack conta para o seu diploma.

Graduação

Transforme seu currículo com um um diploma on-line de uma universidade de ponta por um preço inovador. Nossa experiência de aprendizagem de nível modular lhe dará a habilidade de estudar on-line a qualquer momento e ganhar créditos ao finalizar as tarefas do seu curso. Você receberá a mesma quantidade de créditos que os alunos que frequentam as aulas no campus. Os diplomas do Coursera custam muito menos comparados com outros programas presenciais.

Cursos de Data Mining

Explore 100% das graduações e certificados on-line na Coursera

Mostrando 145 resultados totais para "data mining"

Searches related to data mining

data mining project

data mining algorithms

applied data mining

predictive analytics and data mining

cluster analysis in data mining

pattern discovery in data mining

mining data to extract and visualize insights in python

data stream mining

Em resumo, aqui estão 10 dos nossos cursos mais populares data mining

Habilidades que você pode aprender em Machine Learning

Perguntas frequentes sobre Mineração de dadosData Mining

O que o Coursera tem a oferecer

Os melhores cursos on-line

Principais programas de cursos integrados on-line

Certificados on-line

Programa de graduação on-line

Coursera

Comunidade

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