Dealing with materials data : collection, analysis and interpretation

Dealing with materials data : collection, analysis and interpretation by Indian Institute of Technology Bombay

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Created by IIT Bombay Staff Last updated Sun, 27-Mar-2022 English


Dealing with materials data : collection, analysis and interpretation free videos and free material uploaded by IIT Bombay Staff .

Syllabus / What will i learn?

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



Curriculum for this course
0 Lessons 00:00:00 Hours
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Description

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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