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Email: it@huph.edu.vn
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Data Science Courses
Programming for Scientific Research with Python and R
0 students
Last updated
Jan 2025
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Overview
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Course content
Sections:
8
•
Activities:
0
•
Resources:
48
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Section 1
Getting Started with Python and R
002 Python Install Miniconda and Python 3 on Windows qQPZ gitir
003 Python How to Create Environments and Install Packages NAB4 gitir
004 Python How to Install and Run jupyter notebook 5BQk gitir
005 Python Run a Python Program 6fOT gitir
008 R Working Directory RzDJ gitir
Section 2
Python Basics
011 Python Types of data in Python h67f gitir
012 Python Control Flow in Python gqXh gitir
013 Python Functions pvu9 gitir
014 Python Modules jkly gitir
Section 3
R Basics
016 R Functions in R programming twnv gitir
017 R Data Types 6zuh gitir
018 R Packages DIm8 gitir
Section 4
Data Handling and Manipulation
019 Python File handling X67u gitir
020 Python Directories PIbi gitir
021 R Importing Data vla9 gitir
023 R Prepare and Download Annual Weather Data hyqn gitir
024 R Exporting Data m7NJ gitir
025 R Data Manipulation Part 1 u99z gitir
026 R Data Manipulation Part 2 7do0 gitir
Section 5
Scientific Computing
028 Python Scientific Computation Using NumPy Library UFWD gitir
029 Python Using SciPy Library FdwS gitir
030 Python Statistics HBlY gitir
031 Python Zonal Statistics aQ6I gitir
032 R Descriptive Statistics 1sPF gitir
033 R Correlations HGUN gitir
034 R ANOVA WuOA gitir
035 R Students t test NKkh gitir
036 R Multiple Linear Regression xowE gitir
Section 6
Data Visualization
038 Python Plotting Part One kM6a gitir
039 Python Plotting Part Two rH5t gitir
040 Python Plotting Part Three VJjr gitir
041 R Basic Plotting a742 gitir
042 R Advanced and Animated Graphs wtQN gitir
043 R Create a Report qwis gitir
044 R Wind Rose Plots for Different Time Periods LHZi gitir
Section 7
Introduction to Artificial Intelligence
051 R Introduction to Deep Learning Part 1 MMD1 gitir
052 R Introduction to Deep Learning Part 2 pujV gitir
Section 8
Case Studies in Scientific Research
054 Python Case Study One LAI and LST Part One QobU gitir
055 Python Case Study One LAI and LST Part Two 5xfK gitir
056 Python Case Study Two Part 1 Analyzing Indias Air Quality Data with ML on1j gitir
057 Python Case Study Two Part 2 Analyzing Indias Air Quality Data with ML IsEY gitir
058 Python Case Study Two Part 3 Analyzing Indias Air Quality Data with ML Av1r gitir
059 Python Case Study Two Part 4 Analyzing Indias Air Quality Data with ML JQAz gitir
060 Python Case Study Three Part 1 Climate Data Analysis CEko gitir
061 Python Case Study Three Part 2 Climate Data Analysis lPfL gitir
062 Python Case Study Three Part 3 Climate Data Analysis puqj gitir
063 Python Case Study Three Part 4 Climate Data Analysis 04Gz gitir
064 Python Calculating Remote Sensing Indices vi2G gitir
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Programming for Scientific Research with Python and R
Course modified date:
11 Jan 2025
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