Research & Education

GoLinks search powered by ChatGPT revolutionizes internal search capabilities for businesses by integrating advanced AI. This tool allows employees to quickly locate company information and documents using natural language queries, delivering precise and contextually relevant answers. It leverages semantic and lexical analysis to suggest matches even when exact aliases are unknown, significantly improving searchability and discovery across an organization's internal knowledge base. By centralizing knowledge and reducing friction with long URLs, GoLinks enhances workplace efficiency and productivity, making it easier for teams to access shared digital resources.

Near-Life is a powerful platform designed for learning teams to quickly create high-quality interactive video and VR simulations. It specializes in scenario-based learning and workplace simulations, helping to build real-world judgment and skills. The tool features AI-assisted content creation, allowing for instant branching scenario generation and AI asset creation for images, video, and 360 media. Users can easily create, share, and track complex branching scenarios, gamified content, tours, and simulations. Near-Life integrates with major LMS platforms and complements tools like Vyond, Canva, and Synthesia, making it ideal for standardizing behavior practice and capturing detailed behavior data.

Human Should Decide Button, also known as AI Decision Telemetry, is a unique tool designed to register user preferences for human intervention in AI-driven processes. It operates via a simple button that records instances where a human believes a human decision is preferred. The platform emphasizes anonymity, with no accounts, no tracking, and context-filtered registrations. This project aims to demonstrate the collective impact of individual human actions, providing a live signal of the demand for human involvement in AI systems. It offers an API for integration and a live status page to monitor registrations.

visual-machine-learning-notes is an open-source repository offering a comprehensive collection of visual sketch notes from various Machine Learning conferences and summer schools. Curated by Robert T. Lange, these notes provide an accessible and engaging way to review and understand complex machine learning topics. The repository includes notes from events like NeurIPS, ICLR, MLSS, and more, dating back to 2017. Users can explore detailed visual summaries, often accompanied by links to original programs and slides. The project also provides insights into the note-taking process, including recommended tools and advice for effective visual learning. It serves as a valuable resource for students, researchers, and anyone looking to deepen their understanding of machine learning through a visual medium.

tutor.new is an AI-powered tutoring platform designed to help students learn effectively across a wide range of subjects, including mathematics, physics, German, English, history, and biology. Users can upload photos of worksheets or describe their learning needs to the AI, which then provides patient explanations and helps solve problems through voice or text chat. A key differentiator is its 'Learn-to-Earn' reward system, where students collect valuable coins for learning progress, which can then be exchanged for digital awards or physical rewards shipped to their homes. The platform offers flexible pricing with prepaid hours or weekly subscriptions, catering to students, parents, schools, and lifelong learners. It also features personalized tutors, interactive visualizations, automatic notes, and quizzes to enhance the learning experience.

The Global Index on Responsible AI is a multidimensional tool designed to ignite global action on responsible AI by providing local evidence. It measures progress in 138 countries and jurisdictions, uniquely using human rights-based benchmarks. The index offers comprehensive, comparable, and country-level data, allowing users to discover evidence, trends, rankings, and scoring. Its methodology is built on collaboration and consultation, encompassing three pillars, three dimensions, and 19 thematic areas, developed with stakeholders globally. The tool defines responsible AI through a human rights lens, making it a crucial resource for understanding and tracking AI development worldwide.

Video Summarize for Youtube is an iOS mobile application designed to streamline video content consumption by leveraging AI to generate summaries of YouTube videos. This tool is particularly useful for individuals who need to quickly grasp the main points of long videos without watching them in their entirety. By simply pasting a YouTube link, users can receive instant, concise, and actionable highlights, making it an efficient solution for busy learners and professionals. The app aims to save significant time by distilling complex or lengthy video content into easily digestible summaries, enhancing productivity and learning.

Studocu Ask AI is an intelligent study assistant designed to enhance the learning experience for students. This AI-powered tool allows users to ask questions directly related to their study materials, providing instant and relevant answers. Beyond simple Q&A, it offers advanced functionalities such as summarizing lengthy documents, breaking down and explaining complex academic concepts, and generating practice questions to reinforce learning. This makes it an invaluable resource for students looking to deepen their understanding, prepare for exams, and efficiently manage their study load.

ThetaWave-AI Study Notes is an AI-powered platform designed to help college students learn more efficiently by transforming various learning materials into organized study aids. It can capture lecture content in real-time, convert uploaded documents (PDF, Word, text) into summarized notes, and process YouTube videos or audio recordings. Beyond basic note-taking, the tool generates interactive flashcards, AI-predicted quizzes, and mind maps for visual memorization. It also includes an interactive chatbot for clarifying complex concepts and can even generate podcasts and infographics from course materials. Available on web, iOS, and Android, ThetaWave aims to streamline the study process and improve retention for students worldwide.

Lucida AI is an AI-powered speaking coach designed to help employees enhance their communication skills, particularly in English. It leverages advanced speech recognition and artificial intelligence technologies to provide real-time feedback on pronunciation, tone, pace, intonation, vocabulary, grammar, fluency, and filler words. Lucida offers personalized training sessions and tailored exercises based on individual performance, adapting to learning styles and preferences. The platform supports various professional scenarios, including presentations, meetings, sales pitches, customer service interactions, and public speaking. It emphasizes a no-judgment zone for practice and provides lessons built by native speakers to master real-life language and cultural nuances. Lucida prioritizes security with a closed language model and end-to-end encryption, with options for on-premises hosting.

DeepLearningFromScratch is a GitHub repository that serves as a companion to the book "Deep Learning from Scratch: Building with Python." It provides the electronic version of the book along with all the corresponding code examples, organized by chapter. This resource is ideal for individuals looking to understand and implement deep learning concepts using Python, NumPy, and Matplotlib. The repository includes source code for each chapter, common utilities, and necessary datasets, making it a practical guide for hands-on learning. It operates under an MIT license, allowing for free use in both commercial and non-commercial contexts, and includes an errata for corrections.

MuseO is an iOS mobile application designed to democratize music creation. It enables users to generate original music, beats, and AI covers simply by providing text or lyrics. The app aims to simplify the music production process, allowing individuals to create studio-quality tracks across a wide range of genres without requiring prior musical experience or instruments. Beyond ringtones, MuseO also offers the capability to create custom music for personal photos and videos, making it a versatile tool for content creators and music enthusiasts alike. Its intuitive interface focuses on ease of use, making advanced music generation accessible to everyone.

SustAIn.brussels serves as a central point for sustainable and digital innovation in Brussels, with a strong emphasis on AI and other emerging technologies. As a European Digital Innovation Hub, it assists organizations in successfully applying digital technology to future-proof their operations. The hub offers support in choosing and testing technological solutions, acquiring necessary skills, identifying investment opportunities, and establishing local and international partnerships. It also guides businesses in ensuring their digital transformation is sustainable and positively impacts society and the environment, leveraging its extensive expertise and partner network.

Speech-Separation-Paper-Tutorial is an invaluable resource for anyone interested in speech separation based on neural networks. This GitHub repository compiles a comprehensive collection of papers, models, and related resources spanning from 2016 to 2025. It offers detailed overviews, model timelines, and performance comparisons across various datasets like WSJ0-2Mix, WHAM!, and LibriMix. Users can explore different model categories, including deterministic vs. generative approaches, network architectures like dual-path and Conv-TasNet, and learning methods such as predictive and unsupervised techniques. The tutorial also delves into multi-modal speech separation, evaluation metrics like SI-SNRi and SDRi, and provides information on key datasets, making it a central hub for academic research and development in the field.

Vanderbilt University is a private research university located in Nashville, Tennessee, offering over 65 undergraduate majors and a full spectrum of graduate and professional degrees across its 11 schools and colleges. The university is a global hub for learning, innovation, and leadership, with faculty who are leaders in their respective fields. It emphasizes interdisciplinary research, a vibrant campus life with residential colleges, and a strong commitment to financial aid through its Opportunity Vanderbilt program, which replaces student loans with grants and scholarships. The university also boasts a 7:1 student-to-faculty ratio, ensuring personalized attention for students.

Replicating-DeepMind is an open-source project hosted on GitHub, dedicated to reproducing the findings from DeepMind's seminal paper, "Playing Atari with Deep Reinforcement Learning." This initiative offers a valuable resource for researchers and engineers interested in deep reinforcement learning, allowing them to replicate and experiment with the techniques described in the paper. The project provides a functional system capable of training AI agents to play Atari games, demonstrating the practical application of reinforcement learning. While it aims for fidelity to the original DeepMind system, the project notes ongoing development, such as the future implementation of RMSprop, and offers insights into its performance relative to DeepMind's original system.

FocalRead is an innovative speed reading application designed for iPhone and iPad users, enabling them to read up to three times faster. Utilizing Rapid Serial Visual Presentation (RSVP) technology, it displays one word at a time, eliminating eye movement and reducing subvocalization to enhance focus and comprehension. Users can import a wide range of content, including PDFs, ePUBs, DOCX files, web articles, X (Twitter) posts, and Reddit threads. The app offers adjustable reading speeds, dark mode support, chapter navigation, and progress tracking, making it a versatile tool for students, professionals, and anyone looking to improve their reading efficiency and focus.

DirectML is a high-performance, hardware-accelerated DirectX 12 library designed for machine learning tasks. It offers GPU acceleration for common machine learning operations across a wide array of supported hardware and drivers, including all DirectX 12-capable GPUs from major vendors. While DirectML is currently in maintenance mode, it remains supported on previous Windows releases and continues to ship with future Windows versions, receiving security and compliance fixes. It is distributed as a system component of Windows 10 and is also available as a standalone redistributable package for applications requiring a fixed version or running on older Windows 10 versions. DirectML exposes a native C++ DirectX 12 API and integrates as a backend for frameworks like Windows ML, ONNX Runtime, PyTorch, and TensorFlow, making it suitable for high-performance, low-latency applications such as frameworks, games, and other real-time applications.

Classting AI is an integrated AI education platform designed to enhance learning for students from elementary to high school. It leverages an AI tutor to accurately diagnose student weaknesses and recommend the most effective learning sequence and problems for rapid improvement. The platform covers the entire K-12 curriculum, allowing advanced students to pursue in-depth studies and those needing foundational support to review earlier grade levels. Students average 1,035 problems solved per month, fostering consistent practice. Classting AI also incorporates gamification to make learning engaging and sustainable, with rewards for problem-solving. It offers flexible subscription options without long-term contracts and is accessible on PC, tablets, and smartphones.

LessonPlans.ai is an AI-powered tool designed to revolutionize lesson planning for K-12 educators. It allows teachers to quickly generate comprehensive and customized lesson plans tailored to students' needs and abilities. The platform streamlines the planning process by providing a step-by-step guide for each lesson, complete with engaging activities and resources. Teachers can input a detailed description of their topic and grade level, and the AI instantly produces a full lesson plan. This tool aims to save teachers time and improve the quality of their instruction, making it easier to create effective and personalized learning experiences.

HorizonX is an AI-native research workspace designed for ML engineers and researchers, offering a comprehensive platform to streamline the research process. It provides access to over 300 million research papers, ensuring zero hallucinations with verified citations. The tool features agentic brainstorming, allowing users to ask questions and receive structured, cited answers grounded in real research. Its literature review capability pinpoints relevant papers, while the 'Chat with PDF' function enables conversational interaction with single or multiple documents. HorizonX also includes an integrated writing canvas that provides full context from research, along with inline AI editing tools to sharpen, formalize, or restructure text without switching tabs. This end-to-end solution aims to accelerate research from question to published-grade work.

MiVOLO-Demo is an AI-powered tool available on Hugging Face Spaces that allows users to upload an image and receive an estimation of the age and gender of individuals within it. The platform provides options to adjust detection settings, which can help improve the accuracy of the results. Developed by Irina Tolstykh, this web application falls under the AIApplication category and is licensed under Apache 2.0. It offers a straightforward interface for exploring AI capabilities in facial analysis, making it accessible for quick demonstrations and personal use.

Yeetcode is a mobile-first application designed for technical interview preparation, offering LeetCode-style data structure and algorithm problems alongside system design challenges. Available on iOS, Android, and Web, it provides step-by-step guidance to help users understand problem-solving patterns rather than just memorizing solutions. The platform supports 14 programming languages and includes curated problems from top tech companies like Google, Amazon, and Meta. Users can start with 10 free anonymous attempts, with no credit card required, before opting for a premium subscription. Yeetcode aims to make interview prep accessible and effective, especially for those with limited time, by optimizing the experience for mobile practice during commutes or short breaks.

RAISE Liguria is an innovation ecosystem focused on Robotics and AI for Socio-economic Empowerment, funded by the Italian Ministry of University and Research. It brings together 26 academic, research, institutional, and business partners, coordinated by the University of Genoa, CNR, and IIT. The project aims to develop and commercialize technology solutions based on robotics and AI to meet the productive and social needs of the Liguria region, particularly in healthcare, environmental sustainability, smart ports, and accessible smart cities. RAISE facilitates technology transfer from research to market, providing resources and support for sustainable innovation, and seeks to create an attractive ecosystem for companies, investors, and researchers.