Saheel Ahmed's Projects
Example notebooks that show how to apply machine learning, deep learning and reinforcement learning in Amazon SageMaker
Course material related to Ashoka University course
My talk on introduction to Cloud-Optimized GeoTIFF
Keras code and weights files for popular deep learning models.
Distributed Deep Learning on AWS Using CloudFormation (CFN), MXNet and TensorFlow
Docker images and test runners that replicate the live AWS Lambda environment
Docker environment for fast.ai Deep Learning Course 1 at http://course.fast.ai
The fastai book, published as Jupyter Notebooks
Typography driven, feature-rich blogging theme with minimal aesthetics. Includes tags/categories support and extensive features for code blocks such as live preview, line numbers, and line highlighting.
Create and deploy Geospatial AWS Lambda functions
Query the OSM Overpass API and get a GeoDataFrame
GMTSAR
Utility scripts for I/O and data processing
Convert GOES-R data to Cloud Optimized Geotiffs
Contains data and code used to create bokeh application of world obesity choropleth map
30 Day Map Challenge
Mastering Computer Vision with TensorFlow 2.0, published by Packt
Mixed Effects Random Forest
Python library for working with any SpatioTemporal Asset Catalog (STAC)
My Python Examples
Rasterio reads and writes geospatial raster datasets
Inventory of all the educational content that I share on spatial data analytics, geostatistics and machine learning. I hope these resources are helpful, Prof. Michael Pyrcz
Cloud Optimized GeoTIFF creation and validation plugin for rasterio
Website for SpatioTemporal Asset Catalog specification
deeplearning.ai Tensorflow advance techniques specialization
The Universal Storage Engine
A FastAPI backed Cloud Optimized GeoTIFF tile server
Quickly view (satellite) imagery directly in your terminal using Unicode 9.0 characters and true color.
Python code and notebooks for reference
An implementation of chunked, compressed, N-dimensional arrays for Python.