Pre - Conference Workshop
Topic :Statistics, Data Analysis and Machine Learning in Geology using Python Programming
Resource Person
Preconference workshop is planned from 19-21 January for selected 30 students
Workshop Fee - ₹ 1000
Certificate endorsed by Ministry of Micro, Small & Medium Enterprises (M/o MSME) & International Accreditation Organization (IAO) will be provided for all the participants
Course Outcome
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Data analysis using Pandas and plotting using Matplotlib
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Statistical Concepts as applied in Geology
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Application of python programming to perform statistical data analyses in geology
Course Contents
Statistical Concepts
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Uncertainty, Accuracy, Precision
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Probability, Probability Distribution
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Binomial, Poisson, and Normal Distribution
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Hypothesis Testing, Error Types
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Z-score, p-value, z-test
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t-distribution, F-distribution, ANOVA, χ2 –distribution
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Mann-Whitney Test, Kolmogorov-Smirnov Test
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Regression
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Sequential Data Analysis: Markov Chain, Runs Test, Auto-Correlation, Cross-Correlation
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Introduction to Artificial Intelligence and Machine Learning in Geology
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Python Programming Topics applying Statistical Concepts
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I/O, Data Types, Data Operators
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Procedural and Conditional Programming including Loops
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Data Containers
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Python Function
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Numpy, Pandas, Matplotlib
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SciPy, Stats
Founder
M/s TerraPy Education
An MSME Govt. of India Certified Organisation
Pragnyadipta Sen
