📅 Weekly Quick Start Guides
- Week 01: Import Cheatsheet - Using the tangled c01.py module
Quick reference guides for Geospatial AI and Foundation Models
---
title: "Cheatsheets"
subtitle: "Quick reference guides for Geospatial AI and Foundation Models"
jupyter: geoai
format:
html:
toc: true
toc-depth: 2
---
## 📅 Weekly Quick Start Guides
- [Week 01: Import Cheatsheet](extras/cheatsheets/week01_imports.qmd) - Using the tangled c01.py module
## 💻 HPC Installation and Setup
- [Setting up HPC Access](extras/grit-hpc-setup.qmd)
- [Git & SSH Setup on HPC](extras/cheatsheets/git_ssh_hpc.qmd)
## 🌍 Geospatial Data Fundamentals
- [Working with Rasterio](extras/cheatsheets/rasterio_basics.qmd)
- [Earth Engine Basics](extras/cheatsheets/earth_engine_basics.qmd)
- [Xarray for Multi-dimensional Data](extras/cheatsheets/xarray_basics.qmd)
## 🔥 PyTorch for Geospatial AI
- [PyTorch Tensors & GPU Operations](extras/cheatsheets/pytorch_tensors.qmd)
- [TorchGeo Datasets & Transforms](extras/cheatsheets/torchgeo_basics.qmd)
- [Data Loading for Satellite Imagery](extras/cheatsheets/dataloader_satellite.qmd)
## 🌎 TerraTorch for Geospatial AI
- [Dataset Organization for Fine-Tuning](extras/cheatsheets/dataset_organization_terratorch.qmd)
- [Modular GFM Architecture in TerraTorch](extras/cheatsheets/modular_gfm_architecture.qmd)
- [TerraTorch Workflows](extras/examples/terratorch_workflows.qmd)
- [TerraTorch Model Zoo](extras/cheatsheets/terratorch_model_zoo.qmd)
## 🤗 Foundation Models & HuggingFace
- [Loading Pre-trained Models](extras/cheatsheets/loading_models.qmd)
- [Model Inference & Feature Extraction](extras/cheatsheets/model_inference.qmd)
- [Fine-tuning Strategies](extras/cheatsheets/finetuning_basics.qmd)
- [HuggingFace Cache on Shared Servers](extras/cheatsheets/huggingface_cache_server.qmd)
## 📊 Visualization & Analysis
- [Plotting Satellite Imagery](extras/cheatsheets/plotting_satellite.qmd)
- [Interactive Maps with Folium](extras/cheatsheets/folium_basics.qmd)
- [Geospatial Plotting with Matplotlib](extras/cheatsheets/matplotlib_geospatial.qmd)