Predictive Analytics

Payment
Обучение бесплатное
Certificate
Сертификация платная
Duration
6 месяцев
О курсе

Decision makers often struggle with questions such as: What should be the right price for a product? Which customer is likely to default in his/her loan repayment? Which products should be recommended to an existing customer? Finding right answers to these questions can be challenging yet rewarding.

Predictive analytics is emerging as a competitive strategy across many business sectors and can set apart high performing companies. It aims to predict the probability of the occurrence of a future event such as customer churn, loan defaults, and stock market fluctuations – leading to effective business management.

Models such as multiple linear regression, logistic regression, auto-regressive integrated moving average (ARIMA), decision trees, and neural networks are frequently used in solving predictive analytics problems. Regression models help us understand the relationships among these variables and how their relationships can be exploited to make decisions.

This course is suitable for students/practitioners interested in improving their knowledge in the field of predictive analytics. The course will also prepare the learner for a career in the field of data analytics. If you are in the quest for the right competitive strategy to make companies successful, then join us to master the tools of predictive analytics.

Программа
Predictive Analytics
Master the tools of predictive analytics in this statistics based analytics course.
Что Вы изучите?
  • Understand how to use predictive analytics tools to analyze real-life business problems.
  • Demonstrate case-based practical problems using predictive analytics techniques to interpret model outputs.
  • Learn regression, logistic regression, and forecasting using software tools such as MS Excel, SPSS, and SAS.
Лекторы
Dinesh Kumar
Dinesh Kumar
Professor, Decision Sciences & Information Systems Indian Institute of Management, Bangalore
Professor Dinesh Kumar is a professor of Quantitative Methods and Information Systems at the Indian Institute of Management Bangalore. Recognized as one of the Top 10 Most Prominent Analytic Academicians in India, Professor Dinesh is the course director of Business Analytics and Intelligence Executive Education Programme conducted by IIM Bangalore. His main research and teaching interest are Business Analytics and Systems Engineering. He has published a number of case studies at the Harvard Business Publishing on the use of predictive and prescriptive analytics by the Indian companies, and authored more than 70 research articles and 2 books.
Платформа
EdX
Эта платформа предоставляет все курсы бесплатно. Авторами выступают топовые университеты и корпорации, которые стараются удерживать стандарты качества. За несоблюдение дедлайнов, невыполнение домашнего задания студенты теряют баллы. Как и в других платформах, лекционные видео чередуются с практическими заданиями. Обучение проводится на английском, китайском, испанском, французском и хинди.