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This programme is a foundational programme in Data Science and Machine Learning methods using the statistical software R, aimed at business management practitioners. The programme covers a wide range of statistical and machine learning methodologies for data analysis, as well as data visualisation, storytelling with data, exploratory data analysis, and their respective business and managerial applications. Participants will be able to analyse a wide range of data types emerging from various situations, using appropriate tools and methods followed by interpreting the corresponding results and data-driven decision-making. The course also covers the basics of R programming. Participants shall also be trained in generating dynamic reports for their data-analytics exercises using R Markdown and Quarto.
- Learn fundamentals of R programming for data science and machine learning including data visualization and exploratory data analysis.
- Learn statistical modelling and machine learning using
- Hands-on experience in making data-driven decisions from contemporary
Contemporary business problems from various sectors of the industry shall be discussed along with relevant methodologies. Participants will get to apply sophisticated statistical tools using the software R to explore, analyse and interpret solutions to make data-driven decisions. Topics to be covered include supervised and unsupervised learning methods like multiple linear regression, penalized regression, discriminant analysis, logistic regression, kNN, Naive Bayes, decision trees, support vector machines, gradient boosting and clustering algorithms among others.
Management Development Programmes (MDP) Office
Indian Institute of Management Indore
Prabandh Shikhar, Rau-Pithampur Road
Indore 453556, Madhya Pradesh, INDIA
Email : mdp@iimidr.ac.in
Tel. : +91-731-2439750, 2439752, 2439753, 24397544
Fax : +91-731-2439800
- Industry professionals and practitioners who would like to impart data-driven decision-making in their respective
- Academic practitioners who would like to have an overview of the methods in these areas and use them for research and teaching.
75000
GST, as applicable, will be additional
Prof. Sayantan Banerjee
Email: sayantanb@iimidr.ac.in
Phone: 0731-2439568