Research & Education

Black in AI is a non-profit organization dedicated to increasing the presence and inclusion of Black individuals in the field of Artificial Intelligence. It aims to shift power dynamics within the AI ecosystem by fostering a barrier-free environment where community members can contribute and accelerate their work. The organization offers various programs including community engagement, education and career development, and initiatives focused on civil society, policy, research, and entrepreneurship. Black in AI supports its members through workshops, conferences, grants, and networking opportunities, connecting them with industry leaders and academic institutions. It serves as a vital resource for career advancement and community building within the AI space.

LiteratureDL4Graph offers a comprehensive and organized collection of recent academic papers focused on deep learning for graphs. This resource is invaluable for researchers and practitioners in the field, providing a curated list of literature sorted by topic and venue. Users can explore various sub-topics including Node Representation Learning (unsupervised, heterogeneous, dynamic graphs), Knowledge Graph Embedding, Graph Neural Networks, and diverse applications across NLP, Computer Vision, Recommender Systems, and Bioinformatics. The collection details key papers with their authors, publication venues, and relevant keywords, making it an essential tool for literature review and staying current with advancements in graph deep learning.

QuantoSei Learn is an AI-powered education platform designed to revolutionize learning and assessment. It allows users to transform documents, such as PDFs or pasted text, into comprehensive, interactive quizzes instantly, tailored to specific difficulty levels. The platform also offers AI exam grading for both handwritten and typed papers, providing instant feedback matched to custom rubrics. With deep analytics, QuantoSei Learn helps users track their progress over time, identify weak spots, and master subjects more efficiently. This tool is ideal for educators and students looking to streamline the quiz generation and grading process, enhancing the overall learning experience with AI precision.

DeepLearning.ai-Summary is a GitHub repository that provides comprehensive personal notes and summaries for the DeepLearning.ai specialization courses available on Coursera. This resource covers all five courses in the specialization, including Neural Networks and Deep Learning, Improving Deep Neural Networks, Structuring Machine Learning Projects, Convolutional Neural Networks, and Sequence Models. It's designed to help learners grasp complex concepts like Convolutional networks, RNNs, LSTM, Adam, Dropout, and more. The repository also includes insights into how these theories are applied in industry, with case studies from various fields. It's an excellent supplementary tool for anyone looking to master deep learning and build a career in AI.

Daltin AI Portal is an online platform designed to simplify the study abroad process for students. It features an AI Course Finder that helps students check eligibility and search for programs across various institutions and countries, including the UK, Canada, New Zealand, Australia, and the USA. The platform provides comprehensive support, from course and university shortlisting to application and admission assistance, visa processing guidance, and international fee transfers. Daltin AI Portal also offers dedicated support, exclusive scholarships, and resources for exam preparation (IELTS, PTE, TOEFL), financial planning, SOP review, study loans, accommodation, and insurance, making global education dreams a reality.

HuggyRanker is an AI tool hosted on Hugging Face Spaces, designed to assist users in discovering and ranking machine learning applications created by the community. While the tool's primary function appears to be related to information retrieval and ranking within the ML app ecosystem, the live website currently indicates a "Runtime error," suggesting it may not be fully operational or accessible at this time. Despite this, its intended purpose aligns with helping users navigate and evaluate the vast array of ML tools available on platforms like Hugging Face.

Ilya-30u30 is a GitHub repository that serves as a curated collection of resources for individuals interested in learning about Artificial Intelligence. It compiles papers, blogs, and websites that Ilya, a prominent figure in AI, has recommended. The repository is designed to provide a structured learning path, covering various fundamental and advanced topics in AI, from neural networks and deep learning to specific concepts like attention mechanisms and recurrent neural networks. It acts as a valuable, free, and open-source study assistant for students, researchers, and anyone looking to deepen their understanding of AI through expert-recommended materials.

Deep-Reinforcement-Learning-Hands-On is an open-source GitHub repository that serves as a companion to the book "Deep Reinforcement Learning Hands-On" published by Packt. It provides comprehensive code samples and examples for various deep reinforcement learning methods, including Cross-entropy, policy gradients, Deep Q-Networks, Actor-Critic, and more. The project is actively maintained by the book's author, Max Lapan, ensuring compatibility with the latest versions of PyTorch and gym. It covers diverse applications such as stock trading, chatbot training, and web navigation, making it an invaluable resource for anyone looking to implement and understand advanced RL concepts.

GradUp is an AI-powered career development platform designed to bridge the gap between education and employment. It offers a comprehensive suite of services including personalized career discovery, tailored upskilling programs, and expert mentorship. Users can explore a wide range of opportunities such as internships, live projects, hackathons, and job vacancies, all matched to their unique skill sets and interests. The platform also provides verified credentials and dynamic learning experiences. GradUp aims to empower students and early-career professionals by connecting them with over 100 hiring partners and industry experts, facilitating career growth and placement opportunities.

InterPARES Trust AI (2021-2026) is a multi-national interdisciplinary project dedicated to designing, developing, and leveraging Artificial Intelligence to ensure the ongoing availability and accessibility of trustworthy public records. The project fosters a sustainable partnership among academia, archival institutions, government records professionals, and industry, creating a feedback loop that reinforces knowledge and capabilities. Key goals include identifying specific AI technologies for archives, determining the benefits and risks of AI in records management, ensuring archival principles guide responsible AI development, and validating outcomes through case studies and demonstrations. It also focuses on training students and highly qualified personnel.

Image_to_story is an AI tool designed to generate stories from images, offering a unique approach to content creation. While the live website currently displays a runtime error, the tool's intended functionality is to transform visual input into narrative text. This capability makes it useful for educational storytelling, creative writing, and generating writing prompts. It aims to automate content creation by providing a textual interpretation or story based on an uploaded image, catering to users looking for inspiration or automated narrative generation.

IC Light is an innovative AI tool hosted on Hugging Face that specializes in image generation and manipulation, particularly focusing on lighting. Users can upload a portrait or foreground image, then use a text prompt to describe the specific lighting they desire. The tool also offers options to choose a light direction, such as left, right, top, or bottom, or no specific direction. A key feature is its ability to remove the background from the uploaded image, allowing for a clean application of the new lighting effects. This makes it ideal for creative professionals and enthusiasts looking to quickly experiment with different lighting scenarios on existing images.

Scalabel is a comprehensive web-based platform designed for visual data annotation, supporting both 2D and 3D data labeling tasks. It is particularly useful for computer vision research and machine learning applications, enabling the creation of high-quality training datasets. Key features include image tagging, 2D and 3D bounding box detection and tracking, and polygon/polyline annotation with support for bezier curves. The tool facilitates real-time session synchronization, allowing multiple users to collaborate seamlessly on projects. Additionally, it offers semi-automatic annotation capabilities through label pre-loading, where deep learning models can assist in labeling large datasets. Scalabel also provides a Python API for efficient label handling, visualization, and conversion to popular formats like COCO, KITTI, and Waymo, making it a robust solution for various annotation needs.

The University of Manchester's Data Science and AI Society (muds_ai) is a student-run organization founded in 2020. It focuses on bridging the gap between academia and industry by providing workshops that introduce foundational data science and machine learning concepts with real-world applications across various sectors. The society also hosts 'Spotlight' events, offering postgraduate students a platform to present their research and inspire others. MUDS aims to enhance students' skills, prepare them for industry roles, and foster a strong community of young data scientists at the University of Manchester. They emphasize the importance of both data analysis and communication.

Image To Text is an AI-powered tool designed to convert visual information into descriptive text. Users can upload images and either receive an automatic textual description or ask specific questions related to the image to get detailed answers. This tool is particularly useful for automating image understanding, enhancing accessibility by providing text alternatives for visual content, and extracting specific information from images through natural language queries. It aims to bridge the gap between visual data and textual comprehension, making image content more accessible and analyzable.

Reef Pulse offers a continuous and standardized solution for coral reef monitoring, leveraging passive acoustics and AI. The tool records and analyzes coral reef soundscapes to provide crucial information, including quantifying the activity of key species, evaluating fish biomass within trophic groups, and assessing noise pollution. This technology combines the latest passive acoustic methods, Digital Signal Processing (DSP), and AI algorithms, offering a non-intrusive approach that avoids disturbing wildlife. It allows for continuous recording over several years and provides standardized data for easy comparisons across sites and over time, breaking from traditional visual monitoring methods.

Image To Promt Info is an AI-powered tool hosted on Hugging Face Spaces that allows users to upload an image and receive a detailed descriptive caption. The application analyzes the visual content of the image and generates a comprehensive textual description, effectively converting visual information into a rich text prompt. This tool is particularly useful for tasks requiring the extraction of detailed information from images, such as data labeling, content creation, or understanding visual elements for AI research. Its straightforward interface makes it accessible for quickly obtaining descriptive text from any uploaded image.

InterDiffusion 4.0 is an AI image generation tool hosted on Hugging Face Spaces, enabling users to create diverse images by simply entering text prompts. The platform provides various customization settings, allowing users to fine-tune the style and resolution of their generated images to match their specific creative vision. Although the live website currently shows a runtime error, its core functionality is designed for accessible image creation, making it suitable for a range of applications from digital art to content creation. The tool is developed by Creitin Gameplays and is available as a web application.

Joytag is an AI-powered tool designed for automatic image tagging, available as a Hugging Face Space. It allows users to upload or capture images and receive a list of relevant tags, each accompanied by a confidence score. This functionality is particularly useful for organizing large image libraries, making it easier to search, categorize, and manage visual content. The tool can also be leveraged by developers and data scientists for tasks such as preparing datasets for training AI models, where accurate and consistent image labeling is crucial. Its web-based interface ensures accessibility and ease of use for a wide range of users.

Unscrambler is an experimental writing assistant designed to help individuals improve their Chinese language proficiency. Users can input their best attempt at expressing something in Chinese, even if they don't know all the vocabulary or grammar, and the tool will 'unscramble' it. This process leverages OpenAI and Microsoft services to provide assistance with language correction and improvement. Developed by Dave Wilding, Unscrambler is presented as an experimental tool, with a disclaimer that interpretations may be inaccurate and users should not blindly trust its suggestions. It's a practical aid for those looking to refine their Chinese writing.

Inst Inpaint is an AI-powered image inpainting tool available as a Hugging Face Space. Users can upload a photo and specify objects to be removed using natural language instructions, typically starting with "Remove the...". The application then processes the image, presenting both the original (with optional cropping) and a new version where the specified elements have been intelligently taken out. This tool is designed for easy and intuitive photo manipulation, making advanced editing accessible without complex software. It's particularly useful for quick clean-ups and object removal in images.

Jovie Midjourney is an AI image generation tool hosted on Hugging Face Spaces. Users can create images by simply typing text descriptions into the application. The tool is designed to generate visual content based on these textual prompts, offering a straightforward way to produce AI-generated art. While the current status indicates a runtime error due to storage limits, its core functionality is to transform text into images, making it accessible for those looking to experiment with AI art generation.

Sailplane is an AI research company specializing in hierarchical planning, aiming to develop highly reliable AI agents for real-world production environments. The tool's homepage showcases a detailed operational trace, illustrating the sequence of events from signal reception and agent listening to trajectory approval and execution. This includes agent engagement, branch generation, evaluation, and task completion, highlighting its systematic approach to AI agent deployment. Founded by Google Brain and Cloud veterans, Sailplane's research focuses on creating AI agents that can effectively plan and execute complex tasks, ensuring high success rates in various applications.

Interview With AI is an AI-powered platform designed to help job seekers prepare for technical interviews. It offers mock interview sessions covering both coding and system design challenges, allowing users to practice their skills in a simulated environment. The tool integrates speech-to-text and text-to-speech technologies to create an interactive and realistic interview experience. Available on Hugging Face, Interview With AI provides a free resource for individuals looking to hone their technical interview abilities and build confidence before facing real-world interviews.