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A Matlab package implementing machine learning algorithms described in the textbook Pattern Recognition and Machine Learning by C. Bishop. It is written purely in Matlab and is self-contained with no external dependency.
Open-source project that provides AI-assisted learning, courses, tutorials, or study support.
Pipcook is a JavaScript application framework for machine learning and its engineering, aimed at Web developers. It provides subprojects including a machine learning pipeline framework, management tools and a JavaScript runtime for machine learning. A Pipcook Pipeline composes scripts and outputs an NPM package containing the trained model and JavaScript functions. The documentation describes a workflow of install, train, test and deploy using the Pipcook command-line tool.
A free course for people with some coding experience who want to learn how to apply deep learning and machine learning to practical problems. It includes 9 lessons of around 90 minutes each, covering computer vision, natural language processing, tabular analysis, and collaborative filtering, plus building and training models, random forests, deployment, and use of PyTorch, fastai and Hugging Face.
Programming Learning Index is a GitHub repository or organization with source code, releases, documentation, or project resources.
Rust Learning is a GitHub repository or organization with source code, releases, documentation, or project resources.
A personal blog by a PhD student at Berkeley that hosts notes and posts on data science, programming and machine learning topics. Entries include 15 principles for data scientists, C++11 learning notes, a Mandelbrot fractal in Python and notes from conference talks.
Sounter is a website and mobile app for learning languages through songs, using each song as a course. Lessons cover pronunciation and vocabulary from lyrics. Languages offered include French, Spanish, English, Turkish, Polish and Portuguese. A premium option removes ads and allows offline learning. A version for teachers is also described.
System Designer is a learning site offering interactive lessons and case studies on system design. Its Machine Learning Systems section covers building production ML systems, from data pipelines to deployment, with topics such as distributed training, model serving, MLOps monitoring and A/B testing. Lessons are organized into units with stated difficulties and durations.
Art Study Guide is an educational resource for documentaries, courses, books, reference material, or self-learning.
ARTE is an educational resource for documentaries, courses, books, reference material, or self-learning.
CanPro provides educational videos, lessons, tutorials, or self-learning resources.
Co-STORM provides educational videos, lessons, tutorials, or self-learning resources.
ECG Wave-Maven: Self-Assessment Program is an educational resource for documentaries, courses, books, reference material, or self-learning.
IGCSEResources provides educational videos, lessons, tutorials, or self-learning resources.
Images is an educational resource for documentaries, courses, books, reference material, or self-learning.
Machine Learning ka Chilla is a video resource with tutorials, demonstrations, reviews, or related media.
MIT OpenCourseWare is a web-based publication of virtually all MIT course content, offered as a permanent MIT activity open to the global public. It provides free access to lecture notes, exams, and videos from MIT courses without requiring registration. Additional resources include offline mobile learning materials and the Chalk Radio podcast focused on MIT teaching.
NGrams provides educational videos, lessons, tutorials, or self-learning resources.
Pearson's AP Universe provides educational videos, lessons, tutorials, or self-learning resources.
PubChem is an educational resource for documentaries, courses, books, reference material, or self-learning.
Scratch provides educational videos, lessons, tutorials, or self-learning resources.
(cheaper PDF version) provides AI-assisted learning, courses, tutorials, or study support.
Community language-learning guide with resources, methods, and reference links.
