Sources and Resources (SandR)

Computer Vision and Machine learning in one place.

Interactive computing in notbooks and documentation utils👩🏻‍💻:

• Binder Running Notbooks from Repositories

• Rise Interactive Presentations with runable code

• Colab GPU/TPU access

• Sphinx𓂀 Python Documentation generator

• MyST-nb Notebooks to markdown with extended css

Model Tuning:

• optuna

• ray

GIS/Satelite 🛰:

• OS UK Vector maps etc

• ONS Goeportal UK Local Authority Boundary Data as .shp files.

• SeDAS Sentinel satelite data available through python api

• copernicus EU satelite data available through api

Political/Conflict:

• Stockholm International Peace Research Institute SPIRI Databases
• The Peace Research Institute Oslo (PRIO) datasets
• Journal of Peace Research (JPR) datasets
• The Armed Conflict Location & Event Data Project DATA EXPORT TOOL
• Global Terrorism Database database
• University of Central Florida

Demographics/Migration/People/Gender/Equalities:

• Women Stats Project dataset
• UK Home Office Migration Statistics dataset
• Organization for Economic Coeperation and Development International Migration
• Migration Data Portal collated by International Organization for Migration (IOM) datasets

Computer Vision (Wider Domains)👀:

• PyTorch - CV Datasets

• Tensorflow - CV Datasets

• CVonline: Image Databases

• Yet Another Computer Vision Index To Datasets (YACVID)

• PapersWithCode

• RoboFlow

• VisualData

• CUHK Computer Vision

• ImageNet

• Oxford Visual Geometry Group (VGG)

Computer Vision (Medical Imaging):

• Brain Imagery
• Chest X-ray
• Stanford Medical
• Grand Challenges

Computer Vision Image Classification:

• Oxford Flower Dataset

Aesthetics and Image Quality Assesmet:

• Victoria and Albert Musium API

3d Imaging:

• Shape Net
• Pytorch 3d

NLP ✒️:

• Indiana Institute of Techonolgy Corpora
• Stanford NLP home> Corpus > Stanford NLP resources > code >
• Stanford NLP home >
• Stanford Sentiment Analisis dataset
• Stanford Amazone Reviews dataset
• Conrnell Movie Dialoge Corpus dataset
• Project Gutenberg Corpus python library
• Twitter api

Transport:

• Open Fligts dataset
• Airline Time Performance dataset
• Transport for London (TfL) Bike Point api

Audio

RAVE -- publication

Misc ML (ALL of Above):

• German Research Centre for Artificial Intelligence

First Pricipals (maths, algorythms etc)

• Book maths of machine leanring , associated ropository
• Book Introduction to Linear Algebra
• Course site explaining cnns for vision

Worked Examples

Type	Notebook
Evaluation Metrics
Image Restoration (ViT)
Visualizing ViTs

Python

• Low Level .jpg in python