Research & Education

data-science-career is an open-source GitHub repository offering a comprehensive collection of career resources for individuals pursuing roles in data science, machine learning, big data, and business analytics. It aims to assist prospective analytical employees in their job search by providing curated information on various platforms like Triplebyte and Toptal, job review sites such as Glassdoor and Indeed, and direct AI job boards. The repository also lists respected online courses, competitions, essential packages and skill tags, bootcamps, podcasts, popular career paths, industry groups, leading companies, thought leaders, communities, conferences, journals, and newsletters relevant to the data science field. This makes it a valuable hub for anyone looking to navigate or advance their career in these analytical domains.

Hands-On-Reinforcement-Learning-With-Python is a comprehensive resource designed to help individuals master both basic and advanced reinforcement learning algorithms, including deep reinforcement learning. The resource begins with an introduction to Reinforcement Learning, followed by practical guidance on using OpenAI Gym and TensorFlow. It delves into various RL algorithms and concepts such as Markov Decision Processes, Monte-Carlo methods, and dynamic programming, covering value and policy iteration. The guide also introduces deep learning fundamentals and explores deep reinforcement learning in depth, combining deep learning with reinforcement learning. Users will learn about algorithms like DQN, Double DQN, Dueling DQN, DRQN, A3C, DDPG, TRPO, and PPO, along with recent advancements in the field.

Breakout Learning is an AI educational platform designed to empower modern educators by offering AI-evaluated oral assessments. It allows instructors to replace traditional discussion boards with live, AI-evaluated peer conversations or scalable oral exams. The platform supports building discussions on existing course content, with students engaging in group or solo sessions. AI provides immediate feedback to students, while instructors receive robust metrics. Breakout Learning also offers custom content creation, textbook replacement with OpenStax material, and an interactive AI companion named Sophia for Socratic dialogue. It integrates with Canvas LMS for assignment management and gradebook sync, and adheres to privacy and accessibility standards like GDPR, FERPA, SOC 2, and WCAG.

ml-pen-and-paper-exercises is a comprehensive, open-source collection of pen-and-paper exercises designed to deepen understanding in machine learning. Each exercise is accompanied by a detailed solution, making it an excellent resource for self-study or as supplementary material for courses. The collection covers a wide array of topics, including linear algebra, optimization, directed and undirected graphical models, expressive power of graphical models, factor graphs and message passing, inference for hidden Markov models, model-based learning (including ICA and unnormalised models), sampling and Monte-Carlo integration, and variational inference. The exercises are compiled into a PDF available on arXiv, and the project is licensed under a Creative Commons Attribution 4.0 International License.

Course.im provides a free platform for creating and sharing online courses, designed to be user-friendly with AI assistance. It offers an intuitive drag-and-drop editor, similar to Notion, for easy content creation and customization. Users can add multimedia elements and organize lessons efficiently without needing technical skills. The platform includes a website builder, enabling the creation of unlimited courses and websites, with the option to connect a custom domain. Courses can be easily embedded into existing websites, much like a YouTube video, by simply copying and pasting a code snippet. This tool is part of the Website.im ecosystem, offering additional features like website building and logo generation.

Modern Mindset is a Dutch e-learning platform dedicated to empowering educational professionals with the knowledge and tools to effectively and safely implement AI in their work. The platform offers a comprehensive approach, covering AI knowledge through short, applicable lessons, both physically and via an e-learning platform. It provides practical advice on change management, communication, and curriculum integration, tailored to individual schools. Modern Mindset also fosters a community for professionals to exchange experiences and learn from practical examples. Key offerings include AI Wetwijzer for navigating AI legislation and privacy, Master AI for foundational AI skills, and Deepdive X for concrete applications like lesson preparation and differentiation. The platform emphasizes building an adaptive organizational culture through AI Mindset, promoting ownership and trust.

NFTRaja is a comprehensive digital education ecosystem designed for learners, creators, professionals, and innovators worldwide. It offers structured guides, digital asset education, creative ecosystem knowledge, and blockchain fundamentals. The platform focuses on clarity, value, and long-term growth in the Web3 space, providing free access to educational content, learning resources, and knowledge hubs. NFTRaja stands out with its ecosystem-based learning approach, organizing knowledge into interconnected digital ecosystems covering tools, technology, creativity, career development, gaming, Web3, and AI. It emphasizes practical real-world applications, ethical technology use, and unbiased educational guidance, helping users build foundational knowledge and advance to complex concepts.

cornell-cs5785-2025-applied-ml is a GitHub repository containing comprehensive lecture materials for Cornell's CS5785 Applied Machine Learning course, specifically for the Fall 2025 edition. This resource includes executable course notes and slides, making it a valuable asset for both students enrolled in the course and educators looking for high-quality machine learning content. The repository is organized with dedicated folders for slides and lecture notes, along with a `requirements.txt` file to ensure users can easily set up their virtual environments and run the provided content. It serves as a practical, hands-on learning resource for applied machine learning concepts.

This GitHub repository, cornell-cs5785-2020-applied-ml, serves as a comprehensive resource for the Applied Machine Learning course at Cornell Tech. It provides teaching materials, including executable course notes and slides, designed for the online edition of the Fall 2020 course. These materials are intended to complement a series of YouTube lecture videos, offering students and educators a complete learning package. The repository is organized with notebooks for interactive learning and a requirements.txt file to facilitate easy setup of the necessary virtual environment, ensuring all content can be run smoothly.

OmniSets is an AI-powered flashcard and study platform designed to optimize learning efficiency. It allows users to generate flashcards using AI, making it a strong alternative to traditional flashcard tools. The platform incorporates AI-based learning, spaced repetition, and practice tests to provide a comprehensive study experience. Users can also convert custom videos and audio into flashcards. OmniSets aims to support students globally by offering a free-to-use platform with minimal ads, and additional perks for patrons, including an ad-free experience, increased AI usage resets, and larger image upload sizes.

YT Launchpad is an upcoming platform focused on assisting content creators with their YouTube strategy. While specific features are not yet detailed, the tool aims to provide guidance and support for launching and growing a YouTube presence. The website indicates a launch is imminent, inviting users to sign up for email updates to receive information on promotions and new developments. It is positioned to help users optimize their content creation and distribution on YouTube, suggesting a focus on strategic planning and audience engagement.

AI Business School offers an AI-adoption platform focused on delivering personalized, job-specific AI training modules. The platform is designed to assist companies in evaluating various AI use cases across their enterprise, enabling them to select and implement the most appropriate AI solutions. Its primary goal is to enhance productivity and foster innovation by seamlessly integrating AI into daily job routines. Furthermore, AI Business School provides mechanisms to measure the return on AI investment, ensuring that businesses can track the tangible benefits of their AI initiatives. This comprehensive approach supports organizations in upskilling their workforce and strategically adopting AI technologies.

AI SuperConnector is an intensive 6-month startup accelerator program designed for early career researchers at Imperial College London, University of Liverpool, University of Leeds, and University of York. It supports participants in transforming their AI research into viable commercial ventures. The program combines entrepreneurship fundamentals with AI capabilities, offering masterclasses, 1:1 venture building support, and £20k in non-dilutive seed funding. Participants gain access to extensive expert networks, showcasing opportunities, and resources from a partnership with Google for Startups Cloud Program, aiming to foster robust, ethical, and impactful AI innovations.

Fobizz offers a comprehensive platform for teachers, providing digital training, AI tools, and teaching materials all in one place. The platform is designed to be easy, secure, and practical for classroom use. Key features include AI-assisted text creation, image and speech conversion, and secure sharing of student work. Teachers can also create worksheets, surveys, websites, and QR codes, streamlining various aspects of lesson preparation and delivery. Fobizz aims to support educators in integrating digital and AI technologies into their teaching practices effectively.

Tabschool is a comprehensive digital learning platform specifically designed for Indian schools, offering a suite of tools to create safe and effective digital classrooms. It provides educational tablets, a Learning Management System (LMS), and an Enterprise Resource Planning (ERP) system to streamline school operations. The platform includes content tailored for Foundational Literacy and Numeracy (FLN) and K-12 education. Additionally, Tabschool offers features like bus tracking and parental controls, ensuring a secure and monitored learning environment for students. The integrated approach aims to enhance the educational experience through technology.

rlhf-book offers a comprehensive guide to Reinforcement Learning from Human Feedback (RLHF), along with a broad introduction to post-training language models. This open-source project aims to document and curate knowledge from the frontier of open models, particularly in the post-ChatGPT era. It provides canonical references for established methods like rejection sampling and explores industry practices for 'Character Training.' The resource includes code for policy gradient methods (PPO, REINFORCE), reward model training, direct alignment methods (DPO), and rejection sampling. It also features detailed book source files and diagrams, making it a valuable learning resource for those interested in the fundamentals of RLHF.

Voicee AI is a comprehensive platform designed to empower domain-first professionals and organizations with practical AI fluency. It offers three core components: the AI Academy, providing practical AI capability for real work without coding; the AI Education Forum, a cross-sector network for connecting with the AI ecosystem and driving adoption; and the AI Buildathon, a platform for showcasing practical AI skills and connecting talent with opportunities. Voicee AI focuses on responsible AI use, practical application in workflows, and is built for non-coders and non-IT teams. It aims to help organizations surface talent, accelerate AI adoption, and hire for the AI economy.

Liner.ai is a free, no-code machine learning tool designed to simplify the process of building and deploying AI applications. Users can train and integrate ML models within minutes, without needing coding skills or prior machine learning expertise. The tool supports various project types, including image, text, audio, and video classification, as well as object detection, image segmentation, and pose classification. Liner.ai optimizes models for speed and accuracy, allowing training to occur quickly on CPUs without requiring a GPU. It also supports exporting models for use on mobile and edge devices, ensuring data privacy by performing all training locally on the user's computer.

aima-javascript is an open-source project dedicated to visualizing algorithms and concepts from Russell and Norvig's influential book, "Artificial Intelligence — A Modern Approach." Unlike its sibling projects that prioritize code, aima-javascript primarily focuses on interactive visualizations to help users grasp complex AI principles. It also includes the corresponding Javascript code for these algorithms. This tool is ideal for students, teachers, and researchers who want to explore and understand AI algorithms through practical, visual examples, making abstract concepts more tangible and accessible. The project aims to provide a rich learning experience for anyone studying artificial intelligence.

3D-Machine-Learning is a comprehensive GitHub repository dedicated to curating resources in the interdisciplinary field of 3D machine learning. It functions as a dynamic study note and a platform for triaging new research papers, covering topics from 3D pose estimation to scene synthesis. The repository categorizes resources using distinct icons for different 3D representations like multi-view images, volumetric data, point clouds, polygonal meshes, and primitive-based models. It also provides links to related academic papers through Connected Papers for visualizing research relationships. The project encourages community involvement through pull requests and a Slack workspace to foster collaboration and knowledge sharing among researchers and enthusiasts.

Eofis is a comprehensive learning platform designed to streamline the educational process through auto-generation, collaboration, and auto-scheduling. It offers a unified learning experience across various operating systems including Windows, Apple, Linux, iOS, and Android. The Eofis Chrome Extension is a key feature, enabling users to effortlessly add material from any webpage directly to their Eofis library. Utilizing AI algorithms, the extension transforms this content into questions, facilitating an interactive and efficient study method. Core features include auto-generation of questions from web pages and PDFs, visual concept maps for organizing notes, adaptive scheduling, Google Calendar integration, and multi-format question practice like flashcards and minigames, alongside collaboration tools for group study.

Awesome-AutoDL is a comprehensive, curated list of resources dedicated to Automated Deep Learning, with a particular emphasis on Neural Architecture Search (NAS). This open-source project offers an in-depth analysis of the field, making it an invaluable resource for researchers and practitioners. It compiles links to relevant blogs, AutoDL libraries like PyGlove and AutoGluon, and various benchmarks such as NAS-Bench-101 and NATS-Bench. The list is meticulously organized by publication venues from 2017 to 2021, categorizing papers by type (gradient-based, reinforcement learning, evolutionary algorithm, performance prediction, and others), and includes direct links to code repositories where available. It serves as a central hub for staying updated on the latest advancements and foundational works in AutoDL.

Gonasi is an interactive course builder designed for creators, educators, and organizations to develop engaging and gamified learning experiences. The platform allows users to build lessons, quizzes, and learning apps without needing to write any code, utilizing a flexible block architecture. Inspired by popular learning platforms like Brilliant.org and Duolingo, Gonasi emphasizes full ownership of content and learners. It provides a user-friendly environment for delivering interactive education, making it an ideal solution for those looking to create dynamic and effective online courses.

Paloma is an innovative education tool designed to empower Title I districts and Charter Management Organizations (CMOs) by transforming parents into effective teaching partners. The platform offers a mobile web-app that facilitates daily, short-burst tutoring sessions in reading and math, personalized to each student's learning needs and interests. Paloma texts families with daily sessions, structured with 'I do, we do, you do' building blocks, and creates decodable books and math story problems where kids are protagonists. This approach aims to unlock up to 1,000 extra hours of one-on-one instructional time per classroom annually, significantly boosting student academic success and attendance while saving teachers valuable time.