Dealing with materials data : collection, analysis and interpretation by Indian Institute of Technology Bombay
Dealing with materials data : collection, analysis and interpretation free videos and free material uploaded by IIT Bombay Staff .
Week 1 : Introduction: basic probability and statistics
Week 2 : Introduction: basic R
Week 3 : Presenting data: inaccurcacies and error and its propagation
Week 4 : R for descriptive data analysis
Week 5 : Probability distributions
Week 6 : Probability distributions using R
Week 7 : Processing of experimental data using R
Week 8 : Fitting functions to data: regression, testing significance of fit
Week 9 : R for graphical handling of data and fitting
Week 10 : Basics of design of experiments
Week 11 : Bayesian inference and its uses
Week 12 : Case studies using R
This course is an introductory course with hands on sessions in R on some basic aspects of materials data. The course will cover all aspects, namely, data collection, analysis and interpretation. All the concepts will be covered with materials data and the hands-on sessions will be conducted using R programming language.
INTENDED AUDIENCE : Students of materials science, materials engineering, metallurgy, ceramics engineering, polymers and any other student (such as physics, chemistry, mechanical engineering etc) who is interested in materials data
PREREQUISITES : An exposure to R is preferable; a basic engineering mathematics or mathematical methods course is preferable
INDUSTRY SUPPORT : Nil
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