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space cameras and glaciers
about me
teaching
EGM101: skills toolbox
lectures
practicals
computation, summary statistics, and graphing in excel
summarizing and graphing data in spss
correlation and regression in spss
hypothesis testing using spss
additional resources
EGM310: introduction to gis and remote sensing
lectures
additional resources
EGM702: photogrammetry and advanced image analysis
lectures
setup
micmac and cloudcompare
QGIS
Orfeo ToolBox for QGIS
practicals
dem processing using micmac
dem differencing
image transformation
change detection
image classification
optional gee practicals
additional resources
EGM703: advanced active and passive remote sensing
lectures
practicals
urban heat islands
hyperspectral image analysis
SAR image processing
InSAR Processing
SAR image interpretation and flood mapping
additional resources
EGM722: programming for gis and remote sensing
setup
setting up github
installing git
installing github desktop
forking the repository
cloning the repository
setting up conda/anaconda
setting up a conda environment
configuring jupyter
pycharm
installing packages with pip
lectures
practicals
intro to python
debugging exercise
mapping with cartopy
conflict resolution (using git)
vector data using shapely and geopandas
interactive maps with folium
raster data using rasterio
searching + downloading satellite data using earthaccess
zonal statistics using rasterstats
more fun with geopandas
help! something went wrong!
git troubleshooting
python troubleshooting
programming project
creating a new github repository
environment.yml
EGM722: A how-to Guide
additional resources
unis glaciology (AG-325)
mapping glacier area change
dem differencing and geodetic mass balance
programming skills for phd researchers (using python)
setup
setting up github
installing git
installing github desktop
forking the repository
cloning the repository
setting up conda/anaconda
setting up a conda environment
configuring the jupyterlab terminal
pycharm
lectures
exercises
introduction to version control using git
starting a new project
introduction to python using jupyterlab
debugging code
plotting data using seaborn
working with pandas dataframes
basic statistical analysis using python
linear regression using python
additional resources
programming skills for phd researchers (using R)
setup
setting up github
installing git
installing github desktop
forking the repository
cloning the repository
setting up conda/anaconda
setting up a conda environment
configuring jupyterlab
lectures
exercises
introduction to version control using git
starting a new project
introduction to
R
using jupyterlab
debugging code
plotting data using ggplot2
transforming data
basic statistical analysis using
R
linear regression using
R
additional resources
a crash course in machine learning (using python) – under development
setup
lectures
exercises
what is machine learning?
training, testing, and validation
feature design and engineering
measuring model performance
additional resources
introduction to high performance computing
setup
the unix shell
in the beginning was the command line
navigating on the command line
working with files
input/output
shell scripts
high performance computing
atlas
transferring data
vulcan
additional resources
undergraduate dissertation projects
mapping glacier changes over time
detection of supraglacial lakes and timing of drainage
mapping harmful algal blooms using satellite remote sensing
flood detection and monitoring using remote sensing
detection and mapping of wildfires
urban heat islands
google earth engine
gee tutorials
getting started
adding and exporting images
spectral signatures
image collections and vectors
manual mapping (digitizing)
band maths
zonal statistics
image classification
unsupervised classification
pixel-based classification
object-based classification
change detection
visual analysis of changes
band maths and thresholding
repeat classification
change vector analysis
time series analysis
image enhancement
image filtering
pansharpening
edge detection
spectral unmixing
principle component analysis
advanced topics
creating an animation
sample exercises
ongoing and past research projects
deplete and retreat (DaR)
selected writing samples
source magazine (summer 2022)
github projects
Repository
Suggest edit
Open issue
.rst
.pdf
image transformation (arcgis)
image transformation (arcgis)
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