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Tutorial teaching the main ideas of unsupervised feature learning and deep learning, with implementation of feature learning and deep learning algorithms. It assumes basic machine learning knowledge, including supervised learning, logistic regression and gradient descent, and suggests completing an earlier machine learning course first.
Andrew Ng’s Machine Learning at Stanford University is a Coursera course titled 'Supervised Machine Learning: Regression and Classification'. It is the first course of the Machine Learning Specialization. The course teaches how to build machine learning models in Python using NumPy and scikit-learn, covering regression and classification. It is aimed at beginners, requires flexible scheduling over three weeks at ten hours per week, and offers a shareable certificate.
Deep Learning Drizzle is a collection of links to university and instructor lecture materials on deep learning and related machine learning topics. It lists courses by title, instructor or institution, course webpage, lecture videos and year. Topics include neural networks, natural language processing, computer vision, reinforcement learning, Bayesian deep learning, medical imaging and graph neural networks.
Data School is a blog about data science and machine learning. Its posts cover topics such as the difference between AI and machine learning, learning scikit-learn, AI progress, and using pandas for calculations. Posts are tagged by subject including Python, AI, and machine learning.
German Learning Roadmap provides educational videos, lessons, tutorials, or self-learning resources.
IXL Learning provides educational lessons, courses, tutorials, or study material for self-learning.
A staged learning roadmap for machine learning that covers mathematics and calculus, programming, and machine learning concepts. It advises moving to the next stage only after fully understanding the current one. The mathematics section covers linear algebra, calculus, and probability and statistics, and the programming section covers Python basics and advanced Python.
Full Stack Deep Learning offers news, community, and courses for people building AI-powered products. It covers the lifecycle of an AI-powered product, from defining the problem and picking a GPU or foundation model to production deployment and continual learning.
Gizmo is an AI-powered learning application. Users input the material they are learning, and the tool's AI converts it into flashcards. Quizzes use gamified elements, spaced repetition, and active recall techniques to support learning retention.
LangX is a language exchange app for practising with native speakers who are learning the user's language. Users see people who speak the language they are learning and are learning theirs. Messages can be held to receive corrections, and a feed allows sharing moments and asking for corrections. It is free, open source and without ads, and is available on iOS, Android and web.
Machine Learning Mastery is a website that provides educational content such as tutorials, quick start guides, and eBooks to help developers learn and apply machine learning concepts and algorithms. It covers topics like deep learning, computer vision, natural language processing, and specific libraries including TensorFlow, PyTorch, and scikit-learn.
A project-based learning resource for coding across web development, mobile development, game development, machine learning and artificial intelligence. It presents the approach of learning by doing and building projects rather than only following tutorials.
Sebastian Thrun’s Introduction To Machine Learning provides AI-assisted learning, courses, tutorials, or study support.
SignSchool is a resource for learning American Sign Language online. It offers video-based learning material, interactive exercises, quick lectures and reviews, and a modular curriculum, available on desktop, iOS and Android. The site describes itself as a fun and free resource for learning ASL at one's own pace.
Sinosplice is a blog focused on learning Mandarin Chinese, maintained by John Pasden. It offers free resources including a beginner's guide to Chinese pronunciation, a guide to the five stages of learning Chinese, material on learning tones, tone pair drills and Chinese grammar hurdles, alongside articles about life in China.
The Free Learning List is a free, ranked, and categorized directory of free educational resources from the internet. It is provided as a free service by The School of Thought International, a 501(c)(3) nonprofit that creates Creative Commons critical thinking resources. The directory includes YouTube channels, podcasts, eBooks, courses, subreddits, and materials focused on effective thinking, languages, programming, and books, with all content available free to access under Creative Commons licenses.
Alison is a free online learning platform that provides free online courses with certificates and diplomas. It has over 6,000 courses across categories including information technology, health, language, business, management, and personal development. The platform has more than 50 million learners and over 15 million graduates from 193 countries. It offers a mobile app for offline learning, business training for organizations, and free tools including English courses, psychometric tests, career guidance, and a resume builder.
A free website intended as a place to learn signing, created by a Deaf associate professor of Deaf Studies. It covers topics such as sign language classes, the history of American Sign Language, ASL phrases, fingerspelling, and baby signing.
astroML is a Python module for machine learning and data mining built on numpy, scipy, scikit-learn, matplotlib and astropy, distributed under the 3-clause BSD license. It provides statistical and machine learning routines for analyzing astronomical data, loaders for open astronomical datasets, and examples of analyzing and visualizing datasets. The project was started in 2012 to accompany a textbook on statistics, data mining and machine learning in astronomy.
Baúl Chino is a resource site for learning Mandarin Chinese. It offers downloadable HSK textbooks and audio files for levels 1 to 6, mock test bundles, Chinese learning YouTube channels, Anki decks covering HSK 1 to 4 vocabulary, and Hanzi writing material on stroke order and radicals.
Cognitive Class AI by IBM is a free online learning platform. It offers over 100 courses, 300 hands-on projects and 20 learning paths covering AI, cloud computing, full-stack development, cybersecurity, data science and other technology fields. Learners can earn certificates and badges, and the platform serves over 3 million learners.
Convolutional-Recursive Deep Learning for 3D Object Classification[DEEP LEARNING].
CSDIY is an English-language self-learning guide to computer science, described as a memento of the author's three years of self-learning at university. It contains a user guide, a reference CS learning plan, a productivity toolkit, book recommendations, and a list of high quality CS courses.
CTFlearn is a platform for learning and competing in capture-the-flag challenges. It offers hundreds of challenges for testing skills and a community for learning cybersecurity with others, and describes itself as a beginner-friendly way into hacking. A free account can be created.
