Research & Education

Voice-Cloning-App is an open-source Python/Pytorch application designed for easily synthesizing human voices. It offers key features such as automatic dataset generation, including support for subtitles and audiobooks, and additional language support. The tool facilitates both local and remote training, with easy start/stop functionality, and supports data importing/exporting, as well as multi-GPU setups. It is built upon a reworked version of Tacotron2 and integrates other technologies like DSAlign, Silero, DeepSpeech, and hifi-gan. The application is suitable for users running Windows 10 or Ubuntu 20.04+ with at least 5GB of disk space, and optionally an NVIDIA GPU with 4GB+ memory for enhanced performance.

Edutor AI is an AI-powered platform designed to streamline the creation of educational content. It features an AI question generator, quiz maker, and flashcard creator, allowing users to convert text, images, or PDFs into interactive learning materials. The tool also includes an AI descriptive answer evaluation feature for automated grading and personalized feedback. Educators can generate customized worksheets and question papers, while students benefit from personalized quizzes and flashcards for effective learning and retention. Edutor AI supports content sharing and export in various formats like PDF, CSV, and PowerPoint, facilitating collaboration and diverse presentation needs. It also offers performance analytics to track progress and tailor learning strategies.

PhotoSolve: AI Homework Helper functions as an advanced AI study tutor, available as a mobile app. Users can input problems by snapping a photo, typing, or speaking, and receive accurate, curriculum-quality, step-by-step explanations. This tool empowers learners to master concepts across all subjects and academic levels through interactive questioning and detailed reasoning. It emphasizes responsible study and adherence to honor-code guidelines, providing support for concept mastery and honest learning.

Ordered-Neurons is an open-source project offering the code used for word-level language model and unsupervised parsing experiments, as detailed in the paper "Ordered Neurons: Integrating Tree Structures into Recurrent Neural Networks." This repository, originally forked from the LSTM and QRNN Language Model Toolkit for PyTorch, requires Python 3.6, NLTK, and PyTorch 0.4. It enables researchers to train language models and perform unsupervised parsing using the Penn Treebank data, with specific scripts provided for each task. The default settings achieve competitive perplexity on the PTB test set and unlabeled F1 on the WSJ test set, making it a valuable resource for academic research in natural language processing.

Holodeck is a high-fidelity simulator designed for reinforcement learning and robotics research, leveraging the power of Unreal Engine 4. It offers a robust platform with over seven rich worlds and numerous scenarios for training AI agents. The simulator supports both Linux and Windows operating systems, allowing for easy extension and modification of training scenarios. A key feature is its ability to train and control multiple agents simultaneously, providing a flexible environment for complex research. It boasts a simple, OpenAI Gym-like Python interface for ease of use and high performance, capable of simulation speeds up to 2x real-time. Holodeck can run headless or with visual feedback, catering to different research needs.

AI English Speaking Tutor Ayla is an innovative iOS mobile application designed to significantly improve English speaking proficiency. The app utilizes advanced AI to conduct simulated phone calls with users, providing a realistic and immersive practice environment. This unique approach moves beyond traditional language learning methods by focusing on conversational fluency and confidence building. Ayla's personalized sessions adapt to the user's progress, offering a dynamic and engaging way to master spoken English. It's ideal for anyone looking to practice their English speaking skills in a low-pressure, yet effective, setting.

Ask a Philosopher is an innovative AI-powered tool that brings the wisdom of historical thinkers to your fingertips. Users can engage with AI versions of renowned philosophers such as Socrates, Nietzsche, Buddha, and Confucius by posing thoughtful questions. The platform's core functionality lies in its ability to present diverse responses from each philosophical perspective, allowing for a comparative analysis of their views on topics like the good life, love, mortality, and certainty. This educational application is designed to foster intellectual discovery and provide insights into complex philosophical ideas, making it accessible for anyone interested in exploring different schools of thought.

FoodVision Mini is an AI-powered image classification tool hosted on Hugging Face Spaces. Users can upload an image of food, and the application will classify it into one of three categories: pizza, steak, or sushi. In addition to the classification, the tool also provides the prediction time, offering a quick and efficient way to categorize food items. This tool is suitable for anyone interested in basic food image recognition, particularly those exploring machine learning applications or needing quick food identification for simple tasks.

Disco is presented as a Hugging Face Space, indicating it's an AI application hosted on the platform. The tool is built using Gradio, a popular Python library for creating customizable UI components for machine learning models. It operates under the OpenRAIL license, suggesting an open and responsible AI development approach. While the exact functionality is not fully detailed due to a runtime error on the live page, the context of Hugging Face Spaces implies it's designed for showcasing or experimenting with AI models. The tool's current status shows a runtime error, preventing full access to its features.

Self-Driving-Car-in-Video-Games is an open-source project featuring a supervised deep neural network designed to learn autonomous driving within video games, specifically Grand Theft Auto V. The model, named T.E.D.D. 1104, is trained using extensive human-labeled data, recording gameplay and key inputs to teach it how to navigate various vehicles under different weather conditions. It approaches the task as a classification problem, taking a sequence of five images as input and predicting the correct keyboard or Xbox controller inputs. The project provides pretrained models of varying sizes (XXL, M, S) and includes all necessary files for data generation, training, and real-time inference, primarily supporting Windows 10/11 for gameplay interaction.

Elements of AI offers a series of free online courses developed by MinnaLearn and the University of Helsinki, designed to introduce the basics of Artificial Intelligence to everyone. The first part, "Elements of AI," covers what AI is, its capabilities and limitations, and its impact on daily life, all without complex mathematics or programming. The second part, "Building AI," delves into the algorithms enabling AI methods, recommending basic Python programming skills for optimal benefit. The platform also provides AI competency training for organizations and offers integration into Learning Management Systems (LMS) via SCORM and xAPI formats, making it suitable for corporate training.

Olovka AI Essay Writer is an advanced AI tool specifically designed for students to streamline academic writing and enhance learning. Powered by OpenAI, it assists in writing perfect essays, conducting detailed research, and transforming written content into interactive quizzes. The platform features an advanced text editor that guides users with targeted suggestions, enabling them to write essays significantly faster. Olovka supports various academic papers including reflective journals, thesis papers, research papers, literature reviews, case studies, and project reports. It also allows users to chat with the AI writer for instant insights and explanations, helping to overcome writer's block and streamline the research process. The tool is developed with students from leading universities and is designed to assist, not replace, the writing process, making it undetectable by academic institutions.

STUDI is a revolutionary educational app designed to enhance the way students study. Leveraging advanced AI technology, it automatically converts various study materials, including notes, books, slides, and PDFs, into engaging flashcards and quizzes. This eliminates the need for manual creation, making the study process more efficient and tailored to individual needs. Beyond personalized learning, STUDI fosters a vibrant learning community, allowing users to share quizzes with classmates, search for existing quizzes from universities globally, and explore new study materials. This collaborative approach, combined with features like automatic content generation and comprehensive content discovery, empowers students to learn smarter, not harder, and transform their overall learning experience.

Solver AI: Math Problem Helper is an iOS mobile application designed to assist students with academic challenges across various subjects. Utilizing advanced AI technology, the app allows users to simply point their camera at a problem and receive a solution within seconds. It aims to supercharge studying by providing easy-to-understand solutions for a wide range of topics, including basic math, calculus, algebra, trigonometry, and physics. This tool is part of Logic Fusion's suite of AI-driven mobile applications, focusing on empowering everyday individuals with technology to improve their learning and test performance.

EvoDiff is a general-purpose diffusion framework developed by Microsoft for controllable protein generation in sequence space. It combines evolutionary-scale data with discrete diffusion models to produce high-fidelity, diverse, and structurally-plausible proteins. A key differentiator is its ability to generate proteins inaccessible to structure-based models, such as those with intrinsically disordered regions (IDRs), while also designing scaffolds for functional structural motifs. EvoDiff offers both sequence and Multiple Sequence Alignment (MSA) models, EvoDiff-Seq and EvoDiff-MSA, which can be used for unconditional generation, conditional sequence generation, and evolution-guided protein generation. The tool is open-source and provides documentation for installation and running models, including examples for Azure AI Foundry and Hugging Face.

UER-py (Universal Encoder Representations) is an open-source framework designed for pre-training on general-domain corpora and fine-tuning on downstream NLP tasks using PyTorch. It emphasizes model modularity, allowing users to combine various embedding, encoder, decoder, and target modules to construct custom pre-training models. The toolkit supports CPU, single GPU, and distributed training modes, making it versatile for different computational environments. UER-py also provides a comprehensive model zoo with pre-trained models of diverse properties, facilitating their direct use in various applications. It has been tested for reproducibility against original implementations of models like BERT, GPT-2, ELMo, and T5, and offers solutions for numerous NLP competitions.

fsdl-text-recognizer-project offers comprehensive lab materials for the Full Stack Deep Learning Bootcamp, guiding users through the process of building a handwriting recognition system from the ground up. The project leverages Keras and is designed with modularity, hackability, and scalability in mind. It includes code for training models in parallel, storing evaluation results in Weights & Biases, and setting up a continuous integration system for code functionality and model evaluation. Users will learn to package the prediction system as a REST API deployable as a Docker container, and deploy it as a serverless function to Amazon Lambda. The curriculum also covers setting up monitoring to alert on incoming data distribution changes, making it a practical resource for deep learning deployment.

Gnomi App is the world's first AI News Agent, designed to provide users with real-time global intelligence and live market insights. It features natural-voice delivery, making the consumption of news and information more accessible and engaging. The platform aims to help users stay ahead by offering up-to-date information and analysis. While specific customization options or community engagement features are not detailed on the live site, the core offering focuses on delivering timely and relevant news through an AI-powered agent.

EduAI is a comprehensive AI-powered homework helper and math problem solver designed to assist students from middle school through university. It offers instant, step-by-step explanations for math problems across subjects like algebra, geometry, trigonometry, and calculus. Users can scan problems with their camera, type questions, or get help with research and essay writing. Beyond just providing answers, EduAI focuses on helping students understand concepts deeply, making it ideal for homework, practice, and exam preparation. It's available on iOS, Android, and web, with a Chrome extension coming soon, ensuring accessibility across various devices.

UCR_Time_Series_Classification_Deep_Learning_Baseline is an open-source repository designed to provide a foundational deep learning model for time series classification. It specifically utilizes fully convolutional neural networks (FCNs) to establish a robust baseline for research and application. The tool is tailored for univariate time series data, making it suitable for a wide array of domains including finance, industrial applications, and healthcare, where time-dependent data analysis is crucial. It supports both representation learning and classification tasks, offering a valuable resource for data scientists and researchers looking to explore or implement deep learning solutions for time series analysis.

AI Translate: Text Voice Image is an intuitive iOS mobile app designed for instant and accurate language translation, supporting over 30 languages. This powerful all-in-one tool helps users break communication barriers by offering quick text translation, clear voice translation, and instant image translation. Key features include a conversation mode for real-time dialogue across languages and an AI Assistant for language-related or general inquiries. Whether you need to translate typed text, speak naturally to convert your voice, or simply take a picture to translate embedded text, AI Translate provides a seamless solution for various personal and professional communication needs.

GraphWaveletNeuralNetwork is an open-source PyTorch implementation of the "Graph Wavelet Neural Network" (GWNN) as presented at ICLR 2019. This novel graph convolutional neural network addresses limitations of previous spectral graph CNN methods by utilizing graph wavelet transform, which avoids computationally expensive matrix eigendecomposition. The graph wavelets are sparse and localized, enhancing efficiency and interpretability for graph convolution tasks. The tool is designed for researchers and machine learning engineers working with graph-based semi-supervised classification, demonstrating superior performance on benchmark datasets like Cora, Citeseer, and Pubmed. It includes command-line arguments for easy configuration of training parameters and model options.

AI Math Scanner: Maths Solver is an AI-powered mobile application designed to simplify math problem-solving for students, teachers, and enthusiasts. It offers instant and accurate step-by-step solutions for a wide range of math topics, from algebra to calculus. Users can input problems by scanning them with their device's camera or typing them in. Beyond just solving, the app includes features like an advanced calculator, unit converter, access to a wide range of math formulas, interactive math tables, and tools for exploring geometry problems. Its intuitive interface and visual learning aids, such as graphing and tables, help users understand complex concepts more easily. The app also incorporates educational tools like flashcards and interactive games to enhance learning and sharpen problem-solving skills.

Nurse Companion, offered by BorderPlus, is an AI-powered language learning and professional integration tool specifically designed for nurses seeking careers abroad, particularly in Germany. It provides structured pathways, including dedicated language training (A1-B2 German), cultural integration, and immigration support. The platform features an AI Companion for personalized learning, real-world simulations, and progress monitoring. It also includes AI CarePilot for productivity, transforming how nurses integrate and flourish in the German healthcare system. BorderPlus ensures a smooth transition for both professional success and personal well-being, adhering to "Fair Recruitment Healthcare Germany" practices.