MACHINE LEARNING REPOSITORY

ML platforms & algorithms

Pre-built platfoms

• Teachable Machine (Google)
• Draw Together with a Neural Network (David Ha, Jonas Jongejan, Ian Johnson)
• RunwayML (Cristóbal Valenzuela)

Online training environments

• Kaggle.
• Google Colab.
• GCP Virtual Machines (Google).

Text generation

• Text representation and classification (Facebook Research).
• textRank (Federico Barrios & Federico Lopez).
• NLP with Tensorflow (PacktPublishing).
• GPT-3, cutting edge text generation (OpenAI).

Image analysis

• Google Vision API
• Tensorflow
• Face tracking with OpenCV
• Face tracking with OpenCV for Processing.
• ML4A (Gene Kogan).

Image generation (GANs)

• DCGAN by Deep Learn Physics.
• DCGAN using Tensorflow.
• StyleGAN (Keras et al., NVIDIA).

Databases

(Real-time) APIs — a selection

• Random Cat Picture
• Open Weather Map
• Another Weather API
• Air Quality and Pollution
• Open Movie Database
• Dad Jokes
• Swiss Transport Data
• Schiphol Airport Data
• Restrooms for gender nonconforming individuals
• Generate Random User Data
• Hipster Ipsum Generator
• Get Full Contact Info on Social Media
• Space Station Info
• Things Donald Trump Has Said
• New York Times News
• Community-Driven Taco Database

Databases — a random selection

• Flags of the World
• All Place Names
• Edible Plants Archive
• Reptile Database (also, cool web design)
• Movie Subtitles
• Find a Grave (yes)
• WinCustomize: content to customize your Windows
• The Internet Archive: books, movies, software, music, websites etc.

Type databases

• MNIST database
• Machine Learning Repository
• Recognition: Optical Recognition of Handwritten Digits Data Set .

• Handwritten numbers: Semeion Handwritten Digit Data Set.

Scrapers to make your own dataset

Web scraper tutorials

• An overview of web scraping tutorials in Python — also available in Chinese! (Morvan Zhou)
• Web scraping tutorial (IRE, Missouri)

Web scrapers

• An extensive overview of web scrapers with their pros and cons (Cassy Williams)
• And overview of webscrapers, categorised by language (Gregory Petukhov)
• Scrapy, a high-level web scraper and its index
• Web scraper (Ionică Bizău aka Johnny B.)

List by Vera van de Seyp, October 2020.