Best AI tools for< Optimize Attention Mechanisms >

Attention Insight is an AI-driven pre-launch analytics tool that provides crucial insights into consumer engagement with designs before the launch. By using predictive attention heatmaps and AI-generated attention analytics, users can optimize their concepts for better performance, validate designs, and improve user experience. The tool offers accurate data based on psychological research, helping users make informed decisions and save time and resources. Attention Insight is suitable for various types of analysis, including desktop, marketing material, mobile, posters, packaging, and shelves.

VisualEyes is a user experience (UX) optimization tool that uses attention heatmaps and clarity scores to help businesses improve the effectiveness of their digital products. It provides insights into how users interact with websites and applications, allowing businesses to identify areas for improvement and make data-driven decisions about their designs. VisualEyes is part of Neurons, a leading neuroscience company that specializes in providing AI-powered solutions for businesses.

Beebzi.AI is an all-in-one AI content creation platform that offers a wide array of tools for generating various types of content such as articles, blogs, emails, images, voiceovers, and more. The platform utilizes advanced AI technology and behavioral science to empower businesses and individuals in their marketing and sales endeavors. With features like AI Article Wizard, AI Room Designer, AI Landing Page Generator, and AI Code Generation, Beebzi.AI revolutionizes content creation by providing customizable templates, multiple language support, and real-time data insights. The platform also offers various subscription plans tailored for individual entrepreneurs, teams, and businesses, with flexible pricing models based on word count allocations. Beebzi.AI aims to streamline content creation processes, enhance productivity, and drive organic traffic through SEO-optimized content.

Bibit AI is a real estate marketing AI designed to enhance the efficiency and effectiveness of real estate marketing and sales. It can help create listings, descriptions, and property content, and offers a host of other features. Bibit AI is the world's first AI for Real Estate. We are transforming the real estate industry by boosting efficiency and simplifying tasks like listing creation and content generation.

Attention is an AI tool designed to help sales teams optimize their performance by learning from sales conversations. It offers AI agents that automate tasks such as follow-ups, next steps, CRM filling, coaching scorecards, and more. The platform provides real-time actionable intelligence to sales reps, coaching guidance, call analytics, aligned messaging, and AI-powered productivity tools. Attention aims to enhance sales efficiency, improve forecasting accuracy, and streamline sales processes through AI automation and guidance.

Junbi.ai is an AI-powered insights platform designed for YouTube advertisers. It offers AI-powered creative insights for YouTube ads, allowing users to benchmark their ads, predict performance, and test quickly and easily with fully AI-powered technology. The platform also includes expoze.io API for attention prediction on images or videos, with scientifically valid results and developer-friendly features for easy integration into software applications.

meiua is an advanced technological solution designed specifically for healthcare professionals. Powered by cutting-edge artificial intelligence, it optimizes the drafting of medical records, freeing up time spent with patients. The platform listens, learns, and writes all your medical documentation, ensuring precise and effortless documentation. meiua offers features such as automatic recording of exchanges between you and your patients, customization of note templates, and generation of personalized summaries in less than a minute. It prioritizes data security and responsible AI use, aiming to enhance healthcare efficiency and provide personalized attention to each patient.

Neurons is an AI tool designed to help marketers and designers optimize their creatives and improve campaign effectiveness. It provides instant visual feedback, data-driven insights, and scalable attention predictions rooted in neuroscience. The platform is built on the latest advances in cognitive neuroscience, machine learning, AI, and psychology, ensuring scientific validity in its methods and metrics. Neurons aims to reduce guesswork, increase impact, and enable users to make better decisions faster.

LoveGenius is an AI-powered tool that optimizes your dating profile for Tinder and Bumble. It uses the latest research to help you attract more matches, secure more dates, and improve the quality of your matches. LoveGenius generates personalized opening lines and witty replies, helping you to showcase your true self and maximize attraction. The tool is designed to assist users in converting engaging chats into real-life meetings, with the aim of increasing dating success based on scientific principles.

Feedback is an AI-powered platform designed to unlock unparalleled insights from customer feedback for businesses, particularly in the hotel industry. The platform offers comprehensive hotel analysis and trend discovery through AI-driven review analysis, helping businesses cut costs while improving customer satisfaction. Feedback provides interactive AI conversations, automated personalized responses, and advanced competitive analysis to enhance service quality, communication efficiency, and strategic advantage. With Feedback, businesses can transform customer reviews into actionable information, elevate customer experiences, and drive business growth through smart data-driven strategies.

Qortex is a video intelligence platform that offers advanced AI technology to optimize advertising, monetization, and analytics for video content. The platform analyzes video frames in real-time to provide deep insights for media investment decisions. With features like On-Stream ad experiences and in-video ad units, Qortex helps brands achieve higher audience attention, revenue per stream, and fill rates. The platform is designed to enhance brand metrics and improve advertising performance through contextual targeting.

Howler is an AI-powered PR tool designed to help users get more press coverage for their projects or businesses. By leveraging artificial intelligence technology, Howler assists in crafting compelling press releases, identifying relevant media outlets, and optimizing outreach strategies. With Howler, users can streamline their PR efforts, increase visibility, and attract media attention more effectively. The tool aims to simplify the PR process and empower users to achieve greater success in gaining press coverage.

Tube Pro is an all-in-one toolkit designed for YouTubers to enhance their video content creation process. The application offers features such as generating new viral scripts, improving existing scripts, testing titles and thumbnails before uploading, and powerful thumbnail testing tools. With Tube Pro, users can easily create viral scripts, improve current ones, and optimize their thumbnails to catch attention on YouTube. The tool also provides AI-powered suggestions for relevant title ideas, simplifying the content creation process for YouTubers.

PropGenius.ai is an exclusive AI platform that transforms real estate with innovative and intelligent solutions. Our AI-powered tools help real estate professionals create compelling property descriptions, engaging social media posts, and insightful content that drives results. With PropGenius.ai, you can unlock the power of AI to streamline your workflow, enhance your marketing efforts, and gain a competitive edge in the real estate market.

SmiliMedia is an AI-powered video editing tool that helps users transform long videos into short, engaging clips optimized for social media. With SmiliMedia, users can quickly and easily create high-quality short videos that are perfect for capturing attention and driving engagement on platforms like TikTok, Instagram, and YouTube. SmiliMedia's AI technology automatically analyzes videos to identify the most engaging moments and creates a series of short clips that are sure to resonate with viewers.

Lumiere3D is an AI-powered 3D product video creation platform that enables businesses to create stunning and engaging product videos for marketing and sales purposes. With its intuitive video editor and advanced AI tools, Lumiere3D makes it easy for users to turn their product ideas into reality, even without any prior video editing experience. The platform offers a wide range of features, including AI-generated 3D scenes, dynamic camera movements, seamless transitions, and personalized effects, allowing users to create videos that capture the attention of their audience and leave a lasting impression.

BrainrotAI is an AI-powered tool designed to transform boring PDF content into viral-worthy TikTok videos. It automatically extracts key information from PDFs or text and generates engaging, attention-grabbing videos that help viewers better retain information. The tool simplifies the process of converting complex content into digestible segments optimized for social media engagement and viral potential.

CreateAi is an AI tool that empowers creators by generating captivating titles for books, articles, YouTube videos, songs, and more. It offers specialized tools like Book, Essay, YouTube, and Song Title Generators to enhance creative processes across various platforms. CreateAi leverages advanced artificial intelligence algorithms to provide users with optimized and engaging title suggestions, helping them achieve better results quickly and efficiently.

Attentive.ai is an AI-powered platform designed to automate landscaping, paving, and construction businesses. It offers end-to-end automation solutions for various industry needs, such as takeoff measurements, workflow management, and bid automation. The platform utilizes advanced AI algorithms to provide accurate measurements, streamline workflows, and optimize business operations. With features like automated takeoffs, smart scheduling, and real-time insights, Attentive.ai aims to enhance sales efficiency, production optimization, and back-office operations for field service businesses. Trusted by over 750 field service businesses, Attentive.ai is a comprehensive solution for managing landscape maintenance and construction projects efficiently.

Keepme is an AI-powered platform designed for gyms to boost sales, predict and prevent attrition, and enhance member retention. It offers features such as Keepme Score™ for predicting attrition, smart lead scoring, gym tours & trials scheduler, NPS surveys, smart campaigns & automations, smart content production, and WhatsApp integration. The platform provides personalized training and world-class support through Keepme Academy and customer success team. Keepme is trusted by over 450 fitness clubs globally and offers valuable AI resources to empower users with knowledge.

Long-Context-Attention (YunChang) is a unified sequence parallel approach that combines the strengths of DeepSpeed-Ulysses-Attention and Ring-Attention to provide a versatile and high-performance solution for long context LLM model training and inference. It addresses the limitations of both methods by offering no limitation on the number of heads, compatibility with advanced parallel strategies, and enhanced performance benchmarks. The tool is verified in Megatron-LM and offers best practices for 4D parallelism, making it suitable for various attention mechanisms and parallel computing advancements.

SpargeAttn is an official implementation designed for accelerating any model inference by providing accurate sparse attention. It offers a significant speedup in model performance while maintaining quality. The tool is based on SageAttention and SageAttention2, providing options for different levels of optimization. Users can easily install the package and utilize the available APIs for their specific needs. SpargeAttn is particularly useful for tasks requiring efficient attention mechanisms in deep learning models.

This repository contains a comprehensive collection of 63 must-know Large Language Models (LLMs) interview questions. It covers topics such as the architecture of LLMs, transformer models, attention mechanisms, training processes, encoder-decoder frameworks, differences between LLMs and traditional statistical language models, handling context and long-term dependencies, transformers for parallelization, applications of LLMs, sentiment analysis, language translation, conversation AI, chatbots, and more. The readme provides detailed explanations, code examples, and insights into utilizing LLMs for various tasks.

A curated collection of papers and resources on Mixture of Experts in Large Language Models. The repository provides a chronological overview of several representative Mixture-of-Experts (MoE) models in recent years, structured according to release dates. It covers MoE models from various domains like Natural Language Processing (NLP), Computer Vision, Multimodal, and Recommender Systems. The repository aims to offer insights into Inference Optimization Techniques, Sparsity exploration, Attention mechanisms, and safety enhancements in MoE models.

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.

This repository includes papers and blogs about Efficient Transformers, Length Extrapolation, Long Term Memory, Retrieval Augmented Generation(RAG), and Evaluation for Long Context Modeling.

The LLM course is divided into three parts: 1. 🧩 **LLM Fundamentals** covers essential knowledge about mathematics, Python, and neural networks. 2. 🧑‍🔬 **The LLM Scientist** focuses on building the best possible LLMs using the latest techniques. 3. 👷 **The LLM Engineer** focuses on creating LLM-based applications and deploying them. For an interactive version of this course, I created two **LLM assistants** that will answer questions and test your knowledge in a personalized way: * 🤗 **HuggingChat Assistant**: Free version using Mixtral-8x7B. * 🤖 **ChatGPT Assistant**: Requires a premium account. ## 📝 Notebooks A list of notebooks and articles related to large language models. ### Tools | Notebook | Description | Notebook | |----------|-------------|----------| | 🧐 LLM AutoEval | Automatically evaluate your LLMs using RunPod |  | | 🥱 LazyMergekit | Easily merge models using MergeKit in one click. |  | | 🦎 LazyAxolotl | Fine-tune models in the cloud using Axolotl in one click. |  | | ⚡ AutoQuant | Quantize LLMs in GGUF, GPTQ, EXL2, AWQ, and HQQ formats in one click. |  | | 🌳 Model Family Tree | Visualize the family tree of merged models. |  | | 🚀 ZeroSpace | Automatically create a Gradio chat interface using a free ZeroGPU. |  |

LLM-PowerHouse is a comprehensive and curated guide designed to empower developers, researchers, and enthusiasts to harness the true capabilities of Large Language Models (LLMs) and build intelligent applications that push the boundaries of natural language understanding. This GitHub repository provides in-depth articles, codebase mastery, LLM PlayLab, and resources for cost analysis and network visualization. It covers various aspects of LLMs, including NLP, models, training, evaluation metrics, open LLMs, and more. The repository also includes a collection of code examples and tutorials to help users build and deploy LLM-based applications.

The 100 Days in AI repository provides a comprehensive roadmap for individuals to learn Artificial Intelligence over a period of 100 days. It covers topics ranging from basic programming in Python to advanced concepts in AI, including machine learning, deep learning, and specialized AI topics. The repository includes daily tasks, resources, and exercises to ensure a structured learning experience. By following this roadmap, users can gain a solid understanding of AI and be prepared to work on real-world AI projects.

The 'llms' repository is a comprehensive guide on Large Language Models (LLMs), covering topics such as language modeling, applications of LLMs, statistical language modeling, neural language models, conditional language models, evaluation methods, transformer-based language models, practical LLMs like GPT and BERT, prompt engineering, fine-tuning LLMs, retrieval augmented generation, AI agents, and LLMs for computer vision. The repository provides detailed explanations, examples, and tools for working with LLMs.

FlashInfer is a library for Language Languages Models that provides high-performance implementation of LLM GPU kernels such as FlashAttention, PageAttention and LoRA. FlashInfer focus on LLM serving and inference, and delivers state-the-art performance across diverse scenarios.

DB-GPT is a personal database administrator that can solve database problems by reading documents, using various tools, and writing analysis reports. It is currently undergoing an upgrade. **Features:** * **Online Demo:** * Import documents into the knowledge base * Utilize the knowledge base for well-founded Q&A and diagnosis analysis of abnormal alarms * Send feedbacks to refine the intermediate diagnosis results * Edit the diagnosis result * Browse all historical diagnosis results, used metrics, and detailed diagnosis processes * **Language Support:** * English (default) * Chinese (add "language: zh" in config.yaml) * **New Frontend:** * Knowledgebase + Chat Q&A + Diagnosis + Report Replay * **Extreme Speed Version for localized llms:** * 4-bit quantized LLM (reducing inference time by 1/3) * vllm for fast inference (qwen) * Tiny LLM * **Multi-path extraction of document knowledge:** * Vector database (ChromaDB) * RESTful Search Engine (Elasticsearch) * **Expert prompt generation using document knowledge** * **Upgrade the LLM-based diagnosis mechanism:** * Task Dispatching -> Concurrent Diagnosis -> Cross Review -> Report Generation * Synchronous Concurrency Mechanism during LLM inference * **Support monitoring and optimization tools in multiple levels:** * Monitoring metrics (Prometheus) * Flame graph in code level * Diagnosis knowledge retrieval (dbmind) * Logical query transformations (Calcite) * Index optimization algorithms (for PostgreSQL) * Physical operator hints (for PostgreSQL) * Backup and Point-in-time Recovery (Pigsty) * **Continuously updated papers and experimental reports** This project is constantly evolving with new features. Don't forget to star ⭐ and watch 👀 to stay up to date.

AIlice is a fully autonomous, general-purpose AI agent that aims to create a standalone artificial intelligence assistant, similar to JARVIS, based on the open-source LLM. AIlice achieves this goal by building a "text computer" that uses a Large Language Model (LLM) as its core processor. Currently, AIlice demonstrates proficiency in a range of tasks, including thematic research, coding, system management, literature reviews, and complex hybrid tasks that go beyond these basic capabilities. AIlice has reached near-perfect performance in everyday tasks using GPT-4 and is making strides towards practical application with the latest open-source models. We will ultimately achieve self-evolution of AI agents. That is, AI agents will autonomously build their own feature expansions and new types of agents, unleashing LLM's knowledge and reasoning capabilities into the real world seamlessly.

Professional Resume & CV Assistant 📝 Optimize for ATS 🤖 Tailor to Job Descriptions 🎯 Compelling Content ✨ Interview Tips 💡

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