Language Roadmap is a media catalog for language learners to find movies, TV shows, podcasts, books, and YouTube channels by language, genre, and difficulty. It offers a difficulty ranking system, an immersion tracker to bookmark titles and track hours and pages, and a recommendation system for discovering comprehensible content.
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FSI Language Courses is a resource for free Foreign Service Institute language courses. It offers downloads of course materials, mp3 audio and PDF workbooks for languages including French, Spanish, German, Italian, Portuguese, Arabic and Japanese. The courses were originally developed for US diplomats and are in the public domain.
Omniglot is an online encyclopedia focused on writing systems and languages. It catalogues alphabets, abjads, abugidas, syllabaries, constructed scripts, and natural language profiles. The site also offers language learning tips, multilingual useful phrases, numbers, idioms, songs, stories, and other language-related resources for users interested in linguistics or language study.
The National Institute of Korean Language is a Republic of Korea institution. Its site offers a Korean-Foreign Language Learners' Dictionary and downloadable Practical Korean Expressions for Learners of Korean in multiple languages, including English, French, Chinese, Spanish, Japanese and Russian.
The ELRA Catalogue of Language Resources lists language resources and evaluation packages in Human Language Technology, distributed by ELRA through its operational body ELDA. It aims to help researchers and developers find and access existing resources. The catalogue holds 1,598 language resources and is viewable as an OLAC repository. Prices vary by ELRA membership status, organisation type and licence.
Public spreadsheet collecting language-learning links, tools, communities, and study resources.
Free audio language courses focused on intuitive explanations and listening practice.
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.
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.
Language Drops helps learn languages with dictionaries, reading tools, lessons, pronunciation, or study resources.
Language Learners helps learn languages with dictionaries, reading tools, lessons, pronunciation, or study resources.
Language Squad helps learn languages with dictionaries, reading tools, lessons, pronunciation, or study resources.
LexiLogos is a free online resource offering dictionaries in every language, along with maps and documents of every country. It also provides a multilingual keyboard and pages about countries. The site lists language dictionaries covering many languages and language families.
An online American Sign Language dictionary offering signs for hundreds of words and phrases, demonstrated in video by Dr. Byron Bridges. Visitors can browse signs by category or use a beta sign search, and the site points to additional ASL courses and workbooks.
The Language Exchange Network points to a Reddit community or thread with discussion, guides, troubleshooting, or shared resources.
The Toaq Language helps learn languages with dictionaries, reading tools, lessons, pronunciation, or study resources.
Browser tool for learning languages with subtitles, translations, and video-based practice.
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.
IRIS is a free public collection of instruments, materials, stimuli, data and coding and analysis tools used for research into languages, including first, second and signed language learning, multilingualism, language education, language use and language processing. It also holds postprints of journal articles and book chapters on that research, and materials are searchable and downloadable.
BSL SignBank is a British Sign Language dictionary and lexical database compiled by deaf and hearing linguists at the Deafness, Cognition and Language Research Centre. It offers a BSL dictionary, fingerspelling, videos of Deaf people using BSL, learning resources and regional information, and can be browsed by handshape and location. Signs come from the BSL Corpus and the Dictionary of British Sign Language/English.
Speechling offers a collection of free language learning tools, including listening comprehension practice, dictation practice, vocabulary flashcards, fill-in-the-blank exercises, a language quiz, and an audio dictionary. The tools are described as free forever and require no login.
Sign Language Dictionary is a record of Signed language featuring over 1,000 signed words spanning over 100 years. It serves as a multilingual dictionary and a guide to the meaning, usage, and history of signed words and phrases intended for researchers in all disciplines.
Stanford CS336: Language Modeling from Scratch is the official course website for a Stanford class offered in Spring 2026. The course walks students through the process of developing a language model, including data collection and cleaning for pre-training, transformer model construction, model training, and evaluation before deployment. The site provides logistics, schedule, assignments, and course materials.
The Hundred-Page Language Models Book by Andriy Burkov is a concise hands-on guide covering machine learning basics through advanced transformer architectures and large language models. It explains AI fundamentals, text representation, count-based models, recurrent neural networks, and transformers, with mathematical foundations and Python code examples. The book targets ML practitioners and engineers building text-based applications.