Neural Networks for Business Analytics with R
What you'll learn
- Understand the intuition behind Artificial, Recurrent, and Convolutional Neural Networks (ANN, RNN, and CNN)
- Understand the intuition behind Credit Scoring Models
- Build a Credit Scoring Prediction Model using Neural Networks with R´s package NeuralNet
- Basic knowledge of spreadsheets and Rstudio
Would you like to build predictive models using neural networks? That´s precisely what you will learn in this course “Neural Networks for Business Analytics.” My name is Carlos Martínez, I have a Ph.D. in Management from the University of St. Gallen in Switzerland. I have presented my research at some of the most prestigious academic conferences and doctoral colloquiums at the University of Tel Aviv, Politecnico di Milano, University of Halmstad and MIT. Furthermore, I have co-authored more than 25 teaching cases, some of them included in the case bases of Harvard and Michigan.
This is a very comprehensive course that includes presentations, tutorials, and assignments. The course has a practical approach based on the learning-by-doing method in which you will construct a credit scoring predictive model using a real dataset from a car dealer in a developing country. In addition to the videos, you will have access to the R code that we will develop in the videos and to the solutions of the assignments included in the course with which you will self-evaluate and gain confidence in your new skills.
The ideal students of this course are university students and professionals interested in business analytics. This is an introductory course and the only requirement a basic knowledge of spreadsheets and Rstudio.
I hope you are ready to upgrade yourself and learn to build a predictive model using neural networks. I´ll see you in class!
Who this course is for:
- University students and young professionals interested in pursuing a career in business analytics
(English profile below)
Carlos es un apasionado del método de casos de enseñanza, coautor de más de 25 de ellos en las áreas de finanzas, estrategia, operaciones y desarrollo sostenible. Algunos de estos han sido incluidos en las bases de casos de prestigiosas escuelas de negocio como Harvard, Michigan e IESE.
Es Ingeniero Industrial y Master en Finanzas de la Universidad Centroamericana, MBA con distinción de INCAE Business School y Ph.D. en Management de la Universidad de San Galo, Suiza. Ha orientado su investigación hacia el impacto de la información social, ambiental, y de gobierno corporativo (ESG) en los mercados financieros. También ha desarrollado estudios relacionados con el acceso al financiamiento emprendedor en contextos con vacíos institucionales.
Su investigación ha sido presentada en prestigiosas conferencias como el coloquio doctoral del Alliance for Research on Corporate Sustainability (MIT, EEUU), la conferencia especializada “From start-up to scale-up” del Academy of Management (University of Tel-Aviv, Israel), la tercera conferencia en Entrepreneurial Finance (Politecnico de Milano, Italia) y el Congreso Anual del European Accounting Association (Valencia, España).
Carlos es coautor de cinco artículos en revistas científicas arbitradas (peer-reviewed) y dos capítulos en libros de editoriales de prestigio (Edward Elgar y World Scientific Publishing). Su investigación ha sido citada por el International Integrated Reporting Council en documentos dirigidos a inversionistas institucionales. Adicionalmente, ha sido revisor ocasional de artículos científicos para varias revistas arbitradas.
Carlos is passionate about the teaching case method and has co-authored more than 25 of them in the areas of finance, strategy, operations, and sustainable development. Some of these have been included in the case bases of prestigious Universities such as Harvard and Michigan.
He is an Industrial Engineer and Master in Finance from Central American University. He also has an MBA with honors from INCAE Business School, and a Ph.D. in Management from the University of St. Gallen, Switzerland. Carlos has oriented his research towards the impact of social, environmental, and corporate governance (ESG) information on financial markets. He has also developed studies related to access to entrepreneurial financing in contexts with institutional voids.
His research has been presented at relevant conferences such as the doctoral colloquium of the Alliance for Research on Corporate Sustainability (MIT, USA), the specialized conference “From Start-up to Scale-up” of the Academy of Management (University of Tel-Aviv, Israel ), the third conference on Entrepreneurial Finance (Politecnico de Milano, Italy) and the Annual Congress of the European Accounting Association (Valencia, Spain).
Carlos has co-authored five articles in peer-reviewed journals and two chapters in books from prestigious publishers (Edward Elgar and World Scientific Publishing). His research has been cited by the International Integrated Reporting Council in documents aimed at institutional investors. Additionally, he has been an occasional reviewer of scientific articles for several peer-reviewed journals.