Project | Details |
---|---|
Python language | Standard Library Summary Language reference |
Numpy | Quickstart Fundamentals API Ref Glossary |
Pandas | 10 mins Basics Gotchas/FAQ Cookbook |
Scikit-learn | Getting started User guide |
PyTorch | Quickstart Docs |
PyTorch Lightning | Intro Basics Tute 1 |
TensorFlow | Tutorials Guide |
SQLAlchemy ORM | Tutorial ORM docs Core docs |
Alembic | Docs |
FastAPI | Tutorial Advanced Async Deployment |
SQLModel | Docs Tutorial |
Hydra | Intro Tutorials |
Jupyter tools | handcalcs Papermill nbval voila More… |
Conda/Mumba | Conda Conda-forge Miniconda Mamba Micromamba |
Project | Details |
---|---|
K8s | Concepts Tasks Tutorials Kube Academy |
Docker | Guides cli k8s deploy |
KubeFlow | Architecture Pipelines |
Argo | Core concepts Walk thru Training (2hrs) |
Helm | Intro Guides |
Kafka | Docs Ecosystem |
AWS | Certification plan |
Terraform | Language AWS provider |
Snowflake | Resources |
Postgis | Reference |
Course | Details |
---|---|
MIT 6.041 |
MIT 6.041 Probabilistic Systems Analysis and Applied Probability 2010 by John Tsitsiklis Youtube |
MIT 6.262 |
MIT 6.262 Discrete Stochastic Processes 2011 by Robert Gallager Youtube |
MIT 18.06 |
MIT 18.06 Linear Algebra 2011 by Gilbert Strang 2010 Home Youtube 2005 |
Stanford TTM | The Theoretical Minimum and supplemental by Leonard Susskind [esp Statistical Mechanics, 2013] |
Information Physics | Information Physics course and Entropic Physics textbook by Ariel Caticha |
Math course | Mathematical/Computational Techniques for Scientists and Engineers |
Math notes | Paul’s Online Math Notes |
Khan videos | Khan Academy Math; Alg2; Trig; Stats; Diff calc; Int calc; Calc1; Calc2; MV calc; Diff eq; Lin alg |
3b1b videos | 3Blue1Brown; Youtube |
Math videos | Mathematical Monk; Youtube |
Project | Details | |
---|---|---|
Libraries overview | Awesome Python geospatial | |
GeoPandas | Intro User guide |
|
Dask-GeoPandas | Guide API |
|
Shapely | Manual | |
Rasterio | Quickstart Adv topics |
|
PySal | Overview | |
Scipy | User guide Spatial library |
|
OSMnx | Overview blog |
Project | Details |
---|---|
Online GIS book | Geographic Data Science with Python (Arribas-Bel et al) |
Spatial Data Programming | Spatial Data Programming with Python course (Ben-Gurion University of the Negev) |
Automating GIS-processes | Automating GIS-processes course 2021 (University of Helsinki) |
GIS Twitter | Geospatial Twitter accounts |
GIS course | Geographic Data Science - ENVS363/563 (Arribas-Bel) |
Cartopy | Docs GitHub |
Resource | Details |
---|---|
Code library | Computational Geometry Algorithms Library |
Primer | Primer on Mathematical/Computational Techniques for Scientists and Engineers (Dept of Earth Sci & Eng, Imperial College London) |
Course | CMPT 813: Computational Geometry Course (Fall 2011, Simon Fraser University) - Lecture notes |
Course | ETH Zürich: Computational Geometry Course - Lecture notes |
Course | METU CENG 773 - Computational Geometry - Youtube lectures |
Book | Computational Geometry: Algorithms and Applications, Berg et al, 2008 |
Book | Computational Geometry: An Introduction, Preparata and Shamos, 1993 |