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Readyy is an AI-powered tool designed to help users improve their reading speed and comprehension. It offers free tools and a user-friendly dashboard to track progress. The tool leverages GPT artificial intelligence to ensure fresh tests and provides a global leaderboard for competitive practice. Readyy is beneficial for individuals of all ages, from early childhood development to adult literacy and cognitive aging. It emphasizes the importance of reading comprehension for cognitive growth, academic achievement, and critical thinking in the digital age.

Interview.study is an AI-powered interview preparation platform that helps candidates practice real interview questions asked by top companies. The platform provides users with instant feedback on their responses, helping them identify areas for improvement and develop stronger answers. Interview.study also offers a variety of features to help candidates prepare for their interviews, including a database of interview questions, a mock interview tool, and a resume builder.

ViableView is an AI-powered market and product data analytics tool that helps entrepreneurs identify profitable products and niches. By collecting and analyzing market data, the tool provides indication metrics such as opportunity score, competition score, and profit margins to guide investment decisions. ViableView uses viability simulations to turn messy market data into actionable insights, enabling users to make informed choices about product advertising and market strategies. The tool offers features like real-time tracking of market trends, market overview insights, and data projections based on industry KPIs. ViableView is suitable for digital products, physical products, SaaS, and real estate markets, providing comprehensive data aggregation and market analysis for each sector.

Numerai is a data science tournament platform where users can compete to build models that predict the stock market. The platform provides users with clean and regularized hedge fund quality data, and users can build models using Python or R scripts. Numerai also has a cryptocurrency, NMR, which users can stake on their models to earn rewards.

Avais is a cutting-edge volleyball training application that revolutionizes the way athletes improve their game. It utilizes real-time analytics and AI technology to track and analyze volleyball matches, providing personalized coaching feedback to help users enhance their skills. With features like automatic highlight clip creation, competitive gameplay with friends and family, and easy scouting opportunities, Avais aims to empower athletes to reach their full potential conveniently from their mobile devices. The app focuses on growth and progress, offering professional coaching insights after every play to guide users towards success.

LabLab.ai is an online community and platform for artificial intelligence (AI) enthusiasts, developers, and innovators. The platform hosts AI hackathons, provides access to state-of-the-art AI technologies, and offers educational resources on AI. LabLab.ai aims to foster collaboration and innovation in the AI field and to make AI accessible to everyone.

Adventure AI is an educational platform that offers kids the opportunity to work with cutting-edge AI technology to create games, art, music, and more. The platform provides a social gaming experience within Discord, where kids can engage in self-paced quests related to AI-assisted art, coding AI, and other paths of interest. Adventure AI aims to maximize intrinsic motivation in learning by making the AI tools engaging through games and real-world value creation. The platform also offers different pricing tiers with varying levels of access to AI tools and curriculum, including a community of kids collaborating on AI projects.

Qaiz is an AI-powered platform that allows users to instantly create multiplayer quizzes on any topic. The website features an AI named Quizabella that generates engaging quizzes in seconds. Users can compete live with friends and family, track scores, and enjoy real-time commentary. Qaiz offers the ability to explore millions of topics for free, create AI-based avatars, turn images and documents into quizzes, and challenge others live. By signing up in May, users can get 10 free credits to use on the platform.

Quid is an AI-powered consumer and market intelligence platform that goes beyond simple data collection and analytics. It provides a complete picture of customer context, helping businesses make informed decisions based on future trends and opportunities. With features like Quid Discover for uncovering insights, Quid Monitor for real-time analytics, Quid Predict for future focus, Quid Compete for competitive analysis, and Quid Connect for data integration, the platform empowers organizations with proactive, data-driven decision-making.

Vibe Fitness Gaming is an AI-powered fitness music game that combines the fun of gaming with the benefits of a workout. The application uses artificial intelligence to create personalized fitness routines based on the user's preferences and goals. With a wide range of music genres and game levels, Vibe makes exercising enjoyable and engaging. Users can track their progress, compete with friends, and stay motivated to reach their fitness goals.

People.ai is an AI-powered platform that revolutionizes the way businesses approach revenue generation. By leveraging generative AI, automated activity capture, and data insights, People.ai helps sales teams optimize their GTM (Go-To-Market) strategy, improve customer interactions, and scale revenue-generating activities. The platform offers a holistic solution that combines automation, data accuracy, and AI-driven recommendations to enhance sales performance and drive business growth.

Custobots is an AI-powered application that revolutionizes digital commerce by acting as autonomous agents for human consumers or businesses in online marketplaces. These intelligent software entities make purchasing decisions, negotiate prices, and complete transactions on behalf of users. Custobots possess advanced decision-making capabilities, analyze market conditions, compare prices, negotiate with sellers, and adapt from past experiences to improve future performance. They offer a cutting-edge approach to e-commerce, leveraging technologies like Natural Language Processing, Machine Learning, Blockchain, and API integrations to navigate online marketplaces autonomously.

Once Upon a Bot is an AI-powered tool that allows users to create children's stories. Users can input their own story ideas, and the AI will generate a complete story based on those ideas. The stories can be edited, exported, and shared. Once Upon a Bot also offers a variety of features, such as the ability to upload photos of yourself into the stories, choose the reading level, and have the stories narrated by a variety of characters.

Menusso is a comprehensive restaurant menu management system that utilizes AI technology to enhance the dining experience. It offers real-time menu updates, high-quality dish photos, and instant AI translations in 15 languages, eliminating the need for physical menus. By streamlining menu management, Menusso empowers restaurants to provide quicker and more efficient service to their guests.

GetBotz is an AI-powered content creation and blog management platform that helps businesses automate their blogging process. With GetBotz, businesses can publish 50+ SEO-optimized articles on their blog every month without any manual effort. The platform uses a combination of natural language processing, machine learning, and SEO data to generate high-quality, engaging content that is tailored to the specific needs of each business. GetBotz also offers a range of features to help businesses manage their blog, including keyword research, article scheduling, and social media integration.

Massed Compute is an AI tool that provides cloud GPU services for VFX rendering, machine learning, high-performance computing, scientific simulations, and data analytics & visualization. The platform offers flexible and affordable plans, cutting-edge technology infrastructure, and timely creative problem-solving. As an NVIDIA Preferred Partner, Massed Compute ensures reliable and future-proof Tier III Data Center servers for various computing needs. Users can launch AI instances, scale machine learning projects, and access high-performance GPUs on-demand.

Lexalytics is a leading provider of text analytics and natural language processing (NLP) solutions. Our platform and services help businesses transform complex text data into valuable insights and actionable intelligence. With Lexalytics, you can: * **Analyze customer feedback** to understand what your customers are saying about your products, services, and brand. * **Identify trends and patterns** in text data to make better decisions about your business. * **Automate tasks** such as document classification, entity extraction, and sentiment analysis. * **Develop custom NLP applications** to meet your specific needs.

Wolfram|Alpha is a computational knowledge engine that answers questions using data, algorithms, and artificial intelligence. It can perform calculations, generate graphs, and provide information on a wide range of topics, including mathematics, science, history, and culture. Wolfram|Alpha is used by students, researchers, and professionals around the world to solve problems, learn new things, and make informed decisions.

Private LLM is a secure, local, and private AI chatbot designed for iOS and macOS devices. It operates offline, ensuring that user data remains on the device, providing a safe and private experience. The application offers a range of features for text generation and language assistance, utilizing state-of-the-art quantization techniques to deliver high-quality on-device AI experiences without compromising privacy. Users can access a variety of open-source LLM models, integrate AI into Siri and Shortcuts, and benefit from AI language services across macOS apps. Private LLM stands out for its superior model performance and commitment to user privacy, making it a smart and secure tool for creative and productive tasks.

Groq is a fast AI inference tool that offers GroqCloud™ Platform and GroqRack™ Cluster for developers to build and deploy AI models with ultra-low-latency inference. It provides instant intelligence for openly-available models like Llama 3.1 and is known for its speed and compatibility with other AI providers. Groq powers leading openly-available AI models and has gained recognition in the AI chip industry. The tool has received significant funding and valuation, positioning itself as a strong challenger to established players like Nvidia.

The Octopus-v4 project aims to build the world's largest graph of language models, integrating specialized models and training Octopus models to connect nodes efficiently. The project focuses on identifying, training, and connecting specialized models. The repository includes scripts for running the Octopus v4 model, methods for managing the graph, training code for specialized models, and inference code. Environment setup instructions are provided for Linux with NVIDIA GPU. The Octopus v4 model helps users find suitable models for tasks and reformats queries for effective processing. The project leverages Language Large Models for various domains and provides benchmark results. Users are encouraged to train and add specialized models following recommended procedures.

ChatGPT is a large language model that can generate human-like text, translate languages, write different kinds of creative content, and answer your questions in a conversational way. It is trained on a massive amount of text data, and it is able to understand and respond to a wide range of natural language prompts. Here are 5 jobs suitable for this tool, in lowercase letters: 1. content writer 2. chatbot assistant 3. language translator 4. creative writer 5. researcher

This leaderboard evaluates the hallucination rate of various Large Language Models (LLMs) when summarizing documents. It uses a model trained by Vectara to detect hallucinations in LLM outputs. The leaderboard includes models from OpenAI, Anthropic, Google, Microsoft, Amazon, and others. The evaluation is based on 831 documents that were summarized by all the models. The leaderboard shows the hallucination rate, factual consistency rate, answer rate, and average summary length for each model.

The 'jobs' repository by comma.ai focuses on solving self-driving cars by building a robotics stack that includes state-of-the-art machine learning models, operating system design, hardware development, and manufacturing. The company aims to deliver constant incremental progress in self-driving technology to users, with a focus on practical solutions rather than hype. Job opportunities at comma.ai include technical challenges, phone screenings, and paid micro-internships, with perks such as chef-prepared meals, on-site gym access, and health insurance. The teams at comma.ai are organized into web, systems, infrastructure, product, design, and electrical engineering, with specific challenges for each team. The repository also offers opportunities for non-job seekers to participate in challenges and win prizes.

Reflection-Tuning is a project focused on improving the quality of instruction-tuning data through a reflection-based method. It introduces Selective Reflection-Tuning, where the student model can decide whether to accept the improvements made by the teacher model. The project aims to generate high-quality instruction-response pairs by defining specific criteria for the oracle model to follow and respond to. It also evaluates the efficacy and relevance of instruction-response pairs using the r-IFD metric. The project provides code for reflection and selection processes, along with data and model weights for both V1 and V2 methods.

WildBench is a tool designed for benchmarking Large Language Models (LLMs) with challenging tasks sourced from real users in the wild. It provides a platform for evaluating the performance of various models on a range of tasks. Users can easily add new models to the benchmark by following the provided guidelines. The tool supports models from Hugging Face and other APIs, allowing for comprehensive evaluation and comparison. WildBench facilitates running inference and evaluation scripts, enabling users to contribute to the benchmark and collaborate on improving model performance.

This repository contains a hand-curated list of great machine (deep) learning resources for Natural Language Processing (NLP) with a focus on Generative Pre-trained Transformer (GPT), Bidirectional Encoder Representations from Transformers (BERT), attention mechanism, Transformer architectures/networks, Chatbot, and transfer learning in NLP.

Eval-Scope is a framework for evaluating and improving large language models (LLMs). It provides a set of commonly used test datasets, metrics, and a unified model interface for generating and evaluating LLM responses. Eval-Scope also includes an automatic evaluator that can score objective questions and use expert models to evaluate complex tasks. Additionally, it offers a visual report generator, an arena mode for comparing multiple models, and a variety of other features to support LLM evaluation and development.

Open LLMs is a repository containing various Large Language Models licensed for commercial use. It includes models like T5, GPT-NeoX, UL2, Bloom, Cerebras-GPT, Pythia, Dolly, and more. These models are designed for tasks such as transfer learning, language understanding, chatbot development, code generation, and more. The repository provides information on release dates, checkpoints, papers/blogs, parameters, context length, and licenses for each model. Contributions to the repository are welcome, and it serves as a resource for exploring the capabilities of different language models.

This competition is organized by Javier Rando and Florian Tramèr from the ETH AI Center and SPY Lab at ETH Zurich. The goal of the competition is to create a method that can detect universal backdoors in aligned language models. A universal backdoor is a secret suffix that, when appended to any prompt, enables the model to answer harmful instructions. The competition provides a set of poisoned generation models, a reward model that measures how safe a completion is, and a dataset with prompts to run experiments. Participants are encouraged to use novel methods for red-teaming, automated approaches with low human oversight, and interpretability tools to find the trojans. The best submissions will be offered the chance to present their work at an event during the SaTML 2024 conference and may be invited to co-author a publication summarizing the competition results.

FlagEmbedding focuses on retrieval-augmented LLMs, consisting of the following projects currently: * **Long-Context LLM** : Activation Beacon * **Fine-tuning of LM** : LM-Cocktail * **Embedding Model** : Visualized-BGE, BGE-M3, LLM Embedder, BGE Embedding * **Reranker Model** : llm rerankers, BGE Reranker * **Benchmark** : C-MTEB

Notes on AI state of the art, with a focus on generative and large language models. These are the "raw materials" for the https://lspace.swyx.io/ newsletter. This repo used to be called https://github.com/sw-yx/prompt-eng, but was renamed because Prompt Engineering is Overhyped. This is now an AI Engineering notes repo.

Wave Apps is a directory of sample applications built on H2O Wave, allowing users to build AI apps faster. The apps cover various use cases such as explainable hotel ratings, human-in-the-loop credit risk assessment, mitigating churn risk, online shopping recommendations, and sales forecasting EDA. Users can download, modify, and integrate these sample apps into their own projects to learn about app development and AI model deployment.

The LLM Evaluation guidebook provides comprehensive guidance on evaluating language model performance, including different evaluation methods, designing evaluations, and practical tips. It caters to both beginners and advanced users, offering insights on model inference, tokenization, and troubleshooting. The guide covers automatic benchmarks, human evaluation, LLM-as-a-judge scenarios, troubleshooting practicalities, and general knowledge on LLM basics. It also includes planned articles on automated benchmarks, evaluation importance, task-building considerations, and model comparison challenges. The resource is enriched with recommended links and acknowledgments to contributors and inspirations.

EvalPlus is a rigorous evaluation framework for LLM4Code, providing HumanEval+ and MBPP+ tests to evaluate large language models on code generation tasks. It offers precise evaluation and ranking, coding rigorousness analysis, and pre-generated code samples. Users can use EvalPlus to generate code solutions, post-process code, and evaluate code quality. The tool includes tools for code generation and test input generation using various backends.

This repository focuses on utilizing generative AI to bridge the gap between natural language questions and SQL queries, aiming to improve data consumption in enterprise data warehouses. It addresses challenges in SQL query generation, such as foreign key relationships and table joins, and highlights the importance of accuracy metrics like Execution Accuracy (EX) and Exact Set Match Accuracy (EM). The workshop content covers advanced prompt engineering, Retrieval Augmented Generation (RAG), fine-tuning models, and security measures against prompt and SQL injections.

AutoRound is an advanced weight-only quantization algorithm for low-bits LLM inference. It competes impressively against recent methods without introducing any additional inference overhead. The method adopts sign gradient descent to fine-tune rounding values and minmax values of weights in just 200 steps, often significantly outperforming SignRound with the cost of more tuning time for quantization. AutoRound is tailored for a wide range of models and consistently delivers noticeable improvements.

NeMo Framework is a generative AI framework built for researchers and pytorch developers working on large language models (LLMs), multimodal models (MM), automatic speech recognition (ASR), and text-to-speech synthesis (TTS). The primary objective of NeMo is to provide a scalable framework for researchers and developers from industry and academia to more easily implement and design new generative AI models by being able to leverage existing code and pretrained models.

InternLM-XComposer2 is a groundbreaking vision-language large model (VLLM) based on InternLM2-7B excelling in free-form text-image composition and comprehension. It boasts several amazing capabilities and applications: * **Free-form Interleaved Text-Image Composition** : InternLM-XComposer2 can effortlessly generate coherent and contextual articles with interleaved images following diverse inputs like outlines, detailed text requirements and reference images, enabling highly customizable content creation. * **Accurate Vision-language Problem-solving** : InternLM-XComposer2 accurately handles diverse and challenging vision-language Q&A tasks based on free-form instructions, excelling in recognition, perception, detailed captioning, visual reasoning, and more. * **Awesome performance** : InternLM-XComposer2 based on InternLM2-7B not only significantly outperforms existing open-source multimodal models in 13 benchmarks but also **matches or even surpasses GPT-4V and Gemini Pro in 6 benchmarks** We release InternLM-XComposer2 series in three versions: * **InternLM-XComposer2-4KHD-7B** 🤗: The high-resolution multi-task trained VLLM model with InternLM-7B as the initialization of the LLM for _High-resolution understanding_ , _VL benchmarks_ and _AI assistant_. * **InternLM-XComposer2-VL-7B** 🤗 : The multi-task trained VLLM model with InternLM-7B as the initialization of the LLM for _VL benchmarks_ and _AI assistant_. **It ranks as the most powerful vision-language model based on 7B-parameter level LLMs, leading across 13 benchmarks.** * **InternLM-XComposer2-VL-1.8B** 🤗 : A lightweight version of InternLM-XComposer2-VL based on InternLM-1.8B. * **InternLM-XComposer2-7B** 🤗: The further instruction tuned VLLM for _Interleaved Text-Image Composition_ with free-form inputs. Please refer to Technical Report and 4KHD Technical Reportfor more details.

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