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Working knowledge of data science algorithms applied on real data sets to infer and deduce insights. Enables you to have confident cross functional communication with Data Scientists and Decision Makers.
Choosing and using appropriate statistical techniques to deliver insights into relevant organizational processes and support decision making
Understand the math behind machine learning. Identify and apply machine learning algorithms to build or enhance products/services/process in an organization and solve real-world business problems
Get job ready by working on projects using the competency based learning paradigm. Your outcomes are far more important than the number of hours you spend.
We pair you with a mentor who has extensive professional and academic knowledge of the field. You’ll have one-on-one conversations with your mentor, and receive useful feedback on improving your work.
Our mentors are here to keep you motivated, answer questions, provide feedback, and help deepen your understanding of essential tools and techniques.
■ Explore basic statistical techniques like linear regression
■ Exploratory data analysis, and statistical inference
■ Learn how to perform diagnostics and transformations
■ Understand your data
■ Explore the R environment
■ RStudio, packages, and the Workspace
■ Understand basic R language elements
■ Data object types
■ Use R language for descriptive statistics
■ Exploratory data analysis, and statistical inference
■ Apply multiple linear regression
■ Generalized linear models
■ Logistic regression
■ Maximum likelihood estimation assumptions
■ Explore assumptions and diagnostics
■ Model interpretation & fit
■ Explore K Means Clustering method
■ Understand and apply dimension reduction using the Principal Component Analysis procedure
■ Explore Decision Trees
■ SVM and Naive Bayes algorithms
I must thank IPL for helping me transform from a technical lead in the land of green screens and JCL jobs to a senior manager heading a critical market data application in one of world’s leading investment bank.
Sr.faculty,
Institute of Product Leadership
