Informações sobre o curso
4.7
302 classificações
43 avaliações
Programa de cursos integrados
100% online

100% online

Comece imediatamente e aprenda em seu próprio cronograma.
Prazos flexíveis

Prazos flexíveis

Redefinir os prazos de acordo com sua programação.
Nível intermediário

Nível intermediário

Data Analysis with Python

Horas para completar

Aprox. 11 horas para completar

Sugerido: 5-6 weeks of study, 3-6 hours per week...
Idiomas disponíveis

Inglês

Legendas: Inglês
Programa de cursos integrados
100% online

100% online

Comece imediatamente e aprenda em seu próprio cronograma.
Prazos flexíveis

Prazos flexíveis

Redefinir os prazos de acordo com sua programação.
Nível intermediário

Nível intermediário

Data Analysis with Python

Horas para completar

Aprox. 11 horas para completar

Sugerido: 5-6 weeks of study, 3-6 hours per week...
Idiomas disponíveis

Inglês

Legendas: Inglês

Programa - O que você aprenderá com este curso

Semana
1
Horas para completar
1 hora para concluir

Introduction to Machine Learning

In this week, you will learn about applications of Machine Learning in different fields such as health care, banking, telecommunication, and so on. You’ll get a general overview of Machine Learning topics such as supervised vs unsupervised learning, and the usage of each algorithm. Also, you understand the advantage of using Python libraries for implementing Machine Learning models....
Reading
4 videos (Total 24 min), 1 teste
Video4 videos
Introduction to Machine Learning8min
Python for Machine Learning6min
Supervised vs Unsupervised5min
Quiz1 exercício prático
Intro to Machine Learning10min
Semana
2
Horas para completar
5 horas para concluir

Regression

In this week, you will get a brief intro to regression. You learn about Linear, Non-linear, Simple and Multiple regression, and their applications. You apply all these methods on two different datasets, in the lab part. Also, you learn how to evaluate your regression model, and calculate its accuracy....
Reading
6 videos (Total 50 min), 5 testes
Video6 videos
Simple Linear Regression12min
Model Evaluation in Regression Models8min
Evaluation Metrics in Regression Models3min
Multiple Linear Regression13min
Non-Linear Regression7min
Quiz1 exercício prático
Regression10min
Semana
3
Horas para completar
5 horas para concluir

Classification

In this week, you will learn about classification technique. You practice with different classification algorithms, such as KNN, Decision Trees, Logistic Regression and SVM. Also, you learn about pros and cons of each method, and different classification accuracy metrics....
Reading
9 videos (Total 81 min), 5 testes
Video9 videos
K-Nearest Neighbours9min
Evaluation Metrics in Classification7min
Introduction to Decision Trees4min
Building Decision Trees10min
Intro to Logistic Regression7min
Logistic regression vs Linear regression15min
Logistic Regression Training13min
Support Vector Machine8min
Quiz1 exercício prático
Classification10min
Semana
4
Horas para completar
4 horas para concluir

Clustering

In this section, you will learn about different clustering approaches. You learn how to use clustering for customer segmentation, grouping same vehicles, and also clustering of weather stations. You understand 3 main types of clustering, including Partitioned-based Clustering, Hierarchical Clustering, and Density-based Clustering....
Reading
6 videos (Total 41 min), 1 leitura, 4 testes
Video6 videos
Intro to k-Means9min
More on k-Means3min
Intro to Hierarchical Clustering6min
More on Hierarchical Clustering5min
DBSCAN6min
Reading1 leituras
IBM Digital Badge2min
Quiz1 exercício prático
Clustering10min
4.7
43 avaliaçõesChevron Right

Melhores avaliações

por JJDec 6th 2018

I am happy to have this online education, I drop out my nuclear engineering degree, I am happy to learn practical things with future... I work for IBM also...but I want to become a data scientis

por MDNov 19th 2018

Really high quality videos and labs.\n\nThis is the best Coursera course I have taken so far, and I have taken many.\n\nGreat job Saeed!

Instrutores

Avatar

SAEED AGHABOZORGI

Ph.D., Sr. Data Scientist
IBM Developer Skills Network

Sobre IBM

IBM offers a wide range of technology and consulting services; a broad portfolio of middleware for collaboration, predictive analytics, software development and systems management; and the world's most advanced servers and supercomputers. Utilizing its business consulting, technology and R&D expertise, IBM helps clients become "smarter" as the planet becomes more digitally interconnected. IBM invests more than $6 billion a year in R&D, just completing its 21st year of patent leadership. IBM Research has received recognition beyond any commercial technology research organization and is home to 5 Nobel Laureates, 9 US National Medals of Technology, 5 US National Medals of Science, 6 Turing Awards, and 10 Inductees in US Inventors Hall of Fame....

Sobre o Programa de cursos integrados IBM Data Science Professional Certificate

Data Science has been ranked as one of the hottest professions and the demand for data practitioners is booming. This Professional Certificate from IBM is intended for anyone interested in developing skills and experience to pursue a career in Data Science or Machine Learning. This program consists of 9 courses providing you with latest job-ready skills and techniques covering a wide array of data science topics including: open source tools and libraries, methodologies, Python, databases, SQL, data visualization, data analysis, and machine learning. You will practice hands-on in the IBM Cloud using real data science tools and real-world data sets. It is a myth that to become a data scientist you need a Ph.D. This Professional Certificate is suitable for anyone who has some computer skills and a passion for self-learning. No prior computer science or programming knowledge is necessary. We start small, re-enforce applied learning, and build up to more complex topics. Upon successfully completing these courses you will have done several hands-on assignments and built a portfolio of data science projects to provide you with the confidence to plunge into an exciting profession in Data Science. In addition to earning a Professional Certificate from Coursera, you will also receive a digital Badge from IBM recognizing your proficiency in Data Science. LIMITED TIME OFFER: Subscription is only $39 USD per month for access to graded materials and a certificate....
IBM Data Science Professional Certificate

Perguntas Frequentes – FAQ

  • Ao se inscrever para um Certificado, você terá acesso a todos os vídeos, testes e tarefas de programação (se aplicável). Tarefas avaliadas pelos colegas apenas podem ser enviadas e avaliadas após o início da sessão. Caso escolha explorar o curso sem adquiri-lo, talvez você não consiga acessar certas tarefas.

  • Quando você se inscreve em um curso, ganha acesso a todos os cursos no certificado e obtém um certificado quando completar o trabalho. Seu certificado eletrônico pode ser adicionado à sua página de Participações, de onde você pode imprimi-lo ou adicioná-lo ao seu perfil no LinkedIn. Se quiser apenas ler e assistir o conteúdo do curso, pode participar como ouvinte sem custo.

Mais dúvidas? Visite o Central de Ajuda ao Aprendiz.