Research & Education

Ultra SAT Prep is an AI-powered platform designed to help students prepare for the Digital SAT. The tool offers personalized practice tests and study materials, leveraging artificial intelligence to adapt to individual learning needs. It aims to provide a comprehensive and effective way for students to improve their scores by focusing on areas where they need the most support. The platform's AI-driven approach ensures that study suggestions are tailored, making the preparation process more efficient and targeted. Ultra SAT Prep focuses on delivering a realistic practice experience to build confidence and proficiency for the actual exam.

The Prompt-Engineering-Guide is a comprehensive, open-source resource dedicated to prompt engineering, context engineering, Retrieval-Augmented Generation (RAG), and AI Agents. It offers a wealth of information including guides, academic papers, lessons, and interactive notebooks, making it an invaluable tool for anyone looking to deepen their understanding of large language models (LLMs). The guide covers fundamental concepts, advanced techniques like Chain-of-Thought and Tree of Thoughts, and practical applications such as data generation, code generation, and image generation. It also addresses important considerations like risks, biases, and truthfulness in LLMs. The resource is continuously updated with the latest research and developments in the field, providing a dynamic learning environment for both researchers and developers.

promptoftheyear is an open-source collection of impactful prompts designed for Large Language Models (LLMs). It serves as a valuable resource for individuals looking to enhance their prompt engineering skills across diverse domains. The collection includes prompts for job hunting, essay and research, language learning, code generation, image generation, mental health support, music creation, marketing, and data analysis. Each prompt in the collection includes a backlink to acknowledge its original author, ensuring proper attribution. The repository also provides access to a prompts.csv file containing the complete collection and suggests free chatbots for interactive use, allowing users to see the prompts in action.

Mimi Panda's AI Coloring Page Generator Online allows users to quickly create custom coloring pages from text prompts. The tool uses deep learning to produce four black-and-white outlines, ready for printing and coloring. It offers different styles based on line width and difficulty, including Simple, Quite detailed, and Realistic. Users can download generated pages in high-quality PNG or JPG formats, with options for orientation and upscaling. A free trial provides credits for generating and downloading watermarked pages, while premium plans offer unlimited, watermark-free downloads and commercial use rights. The platform is designed to be user-friendly for all ages and skill levels.

Skald is an open-source platform designed to provide a production-ready Retrieval-Augmented Generation (RAG) system for your infrastructure. It offers a plug-and-play API that allows for quick deployment and extensive configuration of your RAG engine. Skald handles the entire ingestion process, including document parsing, chunking, summarization, tagging, embedding generation, and vector storage. For retrieval, it manages query rewriting, vector search, LLM chat, chat history, and source references. While it comes with solid defaults suitable for most use cases, users can fine-tune various aspects such as vector search parameters, reranking, models, and chunking strategies. Skald also includes built-in evaluation tools to assess the performance of custom RAG engines and supports powerful filtering for improved response accuracy and speed.

self-adaptive-llms, also known as Transformer², is a novel self-adaptation framework designed to overcome the limitations of traditional, computationally intensive fine-tuning methods for Large Language Models (LLMs). This framework enables LLMs to adapt to unseen tasks in real-time by selectively adjusting only the singular components of their weight matrices. During inference, Transformer² utilizes a two-pass mechanism: first, a dispatch system identifies the task properties, and then task-specific "expert" vectors, trained using reinforcement learning, are dynamically mixed to achieve targeted behavior for incoming prompts. This approach significantly enhances the adaptability and efficiency of LLMs for diverse and novel tasks.

Subvert is an open-source AI video editing tool designed to streamline video post-production by automatically generating subtitles, summaries, and chapters. It leverages OpenAI's Whisper model for accurate audio transcription into VTT format and ChatGPT for processing transcripts into concise chapters and brief summaries suitable for descriptions. The tool is self-contained within a single Docker image, making it easy to deploy and run locally or on cloud instances like AWS, Azure, or GCP. Users can configure parameters such as maximum upload file size and memory limits. Subvert is ideal for content creators and video editors looking to automate repetitive tasks and enhance their video content efficiently.

start-llms is a comprehensive guide designed to help individuals, even those with little to no prior programming or AI knowledge, to start and improve their Large Language Model (LLM) skills. The resource aims to keep users up-to-date with the latest news and state-of-the-art techniques in the LLM field. It offers a structured learning path, including short YouTube video introductions, recommended books and articles, online courses (both free and paid options), and a strong emphasis on practical application through coding exercises. The guide also covers essential topics like prompting, Retrieval Augmented Generation (RAG), and how to find a machine learning job, making it a valuable resource for aspiring LLM experts.

Interactive_Tools is a comprehensive open-source repository offering a variety of interactive tools designed to demystify machine learning, deep learning, and mathematical concepts. It features tools like Transformer Explainer, which visualizes how GPT-2 models predict text, and BertViz for understanding attention mechanisms in Transformer models. Users can explore Convolutional Neural Networks with CNN Explainer, experiment with Generative Adversarial Networks using GAN Lab, and delve into neural network initialization and embeddings. The collection also includes resources for data exploration, interpretability tools like The Language Interpretability Tool (LIT) and What-If Tool, and interactive visualizations for probability distributions and Bayesian inference, making complex topics accessible through hands-on experimentation.

Transformer Explainer is an interactive visualization tool designed to demystify the workings of Transformer-based models, such as GPT. It provides a unique learning experience by running a live GPT-2 model directly in your browser. Users can input their own text and observe in real time how the internal components and operations of the Transformer architecture collaborate to predict subsequent tokens. This hands-on approach makes complex concepts accessible, allowing for a deeper understanding of large language models. The tool is accompanied by a research paper and a demo video, making it a comprehensive resource for anyone looking to learn about LLM mechanics.

TextClassificationBenchmark provides a comprehensive open-source benchmark for text classification tasks using PyTorch. It aims to include a wide range of text classification datasets, covering sentiment and topic classification in multiple languages like English and Chinese. The benchmark also offers basic word embeddings and implements numerous popular and state-of-the-art deep neural network models, including FastText, BasicCNN (KimCNN, MultiLayerCNN, Multi-perspective CNN), InceptionCNN, LSTM variants (BILSTM, StackLSTM), LSTM with Attention, Hybrids between CNN and RNN (RCNN, C-LSTM), Transformer, ConS2S, Capsule, and Quantum-inspired NN. This tool is ideal for researchers and developers looking to compare the performance of different text classification models on various datasets.

VisualGLM-6B is an open-source, multimodal conversational language model designed to support interactions in both Chinese and English, integrating image understanding capabilities. Built upon the ChatGLM-6B language model with 6.2 billion parameters, it incorporates a BLIP2-Qformer to connect visual and language models, resulting in a total of 7.8 billion parameters. The model is pre-trained on 30 million high-quality Chinese image-text pairs from the CogView dataset and 300 million filtered English image-text pairs. It supports fine-tuning with methods like LoRA, QLoRA, and P-tuning, and can be deployed locally on consumer-grade GPUs with as little as 6.3GB VRAM using INT4 quantization. VisualGLM-6B is developed using the SwissArmyTransformer (sat) library and offers Hugging Face compatible interfaces.

VideoTuna is a powerful and comprehensive open-source codebase designed for text-to-video applications, integrating multiple AI video generation models for both inference and finetuning. It supports a wide array of functionalities including text-to-video (T2V), image-to-video (I2V), text-to-image (T2I), and video-to-video (V2V) generation. The platform offers comprehensive pipelines covering fine-tuning, pre-training, continuous training, and post-training (alignment) processes. Key features include an all-in-one framework for various pre-trained models, continuous training capabilities, human preference alignment using RLHF, and post-processing for video enhancement. It supports models like HunyuanVideo, WanVideo, StepVideo, Mochi, CogVideoX, Open Sora, VideoCrafter, and Flux.

Transformers.jl offers a Julia implementation of transformer-based models, built upon the Flux.jl deep learning library. This tool is designed for machine learning researchers and developers working within the Julia ecosystem, facilitating the implementation of Natural Language Processing (NLP) tasks. It provides functionalities for using pretrained models, such as BERT, and includes utilities for text encoding, tokenization, and processing. The library supports various transformer architectures, enabling users to experiment with and deploy advanced AI models directly in Julia. It is actively maintained with ongoing updates and community support through GitHub issues and Julia's Slack/Discourse channels.

FileGPT is a powerful AI-driven tool designed to transform how users interact with their documents and online content. It enables natural language conversations with a wide array of file formats, including PDFs, TXTs, DOCs, as well as audio, YouTube videos, and webpages. By integrating GPT-powered AI, FileGPT delivers quick and accurate responses to user queries, eliminating the need for endless scrolling and searching. Its features include multi-format support, the ability to handle large files and long texts, smart content parsing for handwritten documents and multimedia, and cross-source querying across all uploaded files simultaneously. FileGPT aims to provide a smarter, more intuitive way of working with information.

Transformers_And_LLM_Are_What_You_Dont_Need is an open-source GitHub repository dedicated to challenging the prevailing use of transformers and large language models (LLMs) in time series forecasting. It serves as a comprehensive resource, curating a collection of academic papers, PhD and MSc theses, articles, and videos that present arguments and evidence for why these models might not be the optimal solution for this specific domain. The repository highlights and showcases best-in-class, state-of-the-art non-transformer models, providing researchers and practitioners with alternative approaches and a critical perspective on current trends in time series analysis. It's an invaluable resource for those seeking to understand the limitations of transformers in forecasting and explore more effective methodologies.

MarshallBOT is an AI-powered leadership coaching tool endorsed by renowned leadership coach Marshall Goldsmith. It leverages over four decades of his expertise to provide transformative guidance and support. Users can engage with an AI avatar of Marshall Goldsmith, accessing tailored coaching sessions that incorporate his knowledge, experience, and distinctive voice. The platform aims to make Marshall Goldsmith's extensive insights accessible to a wider audience, offering personalized guidance at scale. It's designed for individuals seeking to enhance their leadership skills and achieve professional success through a unique AI-driven coaching experience.

Digitalmanden is a specialist in AI and automation, dedicated to helping businesses optimize and automate their processes. The service provides concrete AI solutions, along with comprehensive courses and workshops, to empower companies in leveraging digital tools effectively. Digitalmanden focuses on making complex digital concepts accessible, ensuring that new knowledge translates into practical action. Offerings include automating workflows, reporting, and content production using tools like Make.com, setting up accurate tracking with GA4 and Tag Manager, and providing tailored workshops and training in AI, social media, and SEO. The approach emphasizes understanding human needs behind technology, ensuring digital initiatives create real value and efficiency.

NordAxon provides comprehensive AI consulting, custom machine learning solutions, and specialized training services from Malmö, Sweden. They assist organizations in navigating transformative technologies like Artificial Intelligence and Machine Learning, focusing on both proof-of-concepts and ambitious, disruptive ideas. Their end-to-end delivery covers everything from initial use case investigation to the deployment of AI solutions. Additionally, NordAxon offers AI education, including courses, seminars, and workshops, tailored for leaders and employees to build knowledge, experience, and confidence in AI. They also provide AI advisory services to analyze organizational AI/ML maturity and embed AI strategy across business units.

InterviewBee is an AI-powered interview preparation and assistance tool designed to help job seekers excel in their interviews. It offers live AI assistance, providing real-time talking points in under two seconds during actual interviews, and features an undetectable stealth mode for screen sharing. Users can also practice with voice-based AI mock interviews tailored to their resume and job description, receiving detailed feedback and dynamic follow-up questions. The platform supports various interview types, including technical, product management, consulting, and marketing roles, and is compatible with major platforms like Zoom, Google Meet, and Microsoft Teams. InterviewBee aims to boost confidence and improve performance, leading to a higher interview success rate.

SkillDuck is an AI-powered e-learning authoring tool designed to create interactive, multilingual web-based trainings quickly and efficiently. It automates time-consuming steps in the authoring process, allowing for faster production and lower costs compared to conventional training development. The platform integrates company knowledge securely, generates content from various document formats, and ensures courses are always up-to-date with effortless updates. SkillDuck supports true multilingual capabilities, translating entire courses including UI and interactions. It features AI-generated videos, interactive learning elements like quizzes and simulations, and seamless LMS integration via SCORM files. The tool is built to ensure consistent didactic quality and offers flexible licensing options for businesses of all sizes.

PromptDen is a comprehensive platform designed for AI prompt sharing and discovery, catering to a wide range of AI models such as ChatGPT, Gemini, MidJourney, and Stable Diffusion. Users can explore, discover, and share prompts for both text and image generation. The platform fosters a community for prompt engineering, inspiration, and collaboration. Key features include PromptForge, a browser extension for ChatGPT, Claude, and Gemini, and a marketplace for buying and selling prompts and AI-generated content. PromptDen aims to boost creativity and productivity for individuals working with AI.

Podwise is an AI-powered podcast application designed to help users learn more efficiently from audio content. It offers comprehensive features such as AI-generated summaries, full transcripts, mind maps, and Q&A capabilities for millions of episodes. Users can search within 10M+ episodes, import from YouTube and RSS feeds, and even upload their own audio files for processing. The platform supports multiple languages for summaries and translations, breaking down language barriers. Podwise also integrates seamlessly with popular knowledge management tools like Notion, Readwise, Obsidian, and Logseq, allowing users to build their personal knowledge base. Available on web, iOS, and Android, it provides universal access to enhanced podcast learning.

Reflect is a beautifully minimalist note-taking application designed to mirror the way you think, now with native AI integration. It allows users to capture notes, ideas, and connections quickly, syncing them instantly across all devices. The tool features networked notes with backlinks to form a graph of ideas, creating a 'second brain' that is easily searchable. Reflect integrates AI using GPT-4 and Whisper from OpenAI to improve writing, organize thoughts, and act as an intellectual partner. Key AI capabilities include transcribing voice notes, generating article outlines, listing key takeaways from meeting notes, and chatting with notes to find and organize information. It also supports custom prompts and offers end-to-end encryption for privacy, ensuring only you can access your notes. Reflect also integrates with calendars, web clippers, and Kindle for comprehensive information management.