Best AI tools for< mapping space >

CEBRA (**C**ompress**E**d **B**ehavioural and N**eural A**nalysis) is a machine-learning method that can be used to compress time series in a way that reveals otherwise hidden structures in the variability of the data. It excels on behavioural and neural data recorded simultaneously, and it can decode activity from the visual cortex of the mouse brain to reconstruct a viewed video. CEBRA is a novel encoding method that jointly uses behavioural and neural data in a (supervised) hypothesis- or (self-supervised) discovery-driven manner to produce both consistent and high-performance latent spaces. We show that consistency can be used as a metric for uncovering meaningful differences, and the inferred latents can be used for decoding. We validate its accuracy and demonstrate our tool's utility for both calcium and electrophysiology datasets, across sensory and motor tasks, and in simple or complex behaviors across species. It allows for single and multi-session datasets to be leveraged for hypothesis testing or can be used label-free. Lastly, we show that CEBRA can be used for the mapping of space, uncovering complex kinematic features, produces consistent latent spaces across 2-photon and Neuropixels data, and can provide rapid, high-accuracy decoding of natural movies from visual cortex.

GPTs2D is an AI-powered writing tool that allows users to generate text, translate languages, and write different kinds of creative content. It is designed to be easy to use, with a simple and intuitive interface. GPTs2D is also highly customizable, allowing users to tailor the tool to their specific needs.

GPTs2D is an AI-powered writing tool that allows users to generate text, translate languages, and write different kinds of creative content. It is designed to help writers overcome writer's block and produce high-quality content quickly and easily. GPTs2D uses a multi-threaded GPTs model, which allows it to generate text much faster than other AI writing tools. It also has a unique 2D space interface that makes it easy to visualize and edit your text. With GPTs2D, you can: * Generate text in over 100 languages * Translate text between over 50 languages * Write different kinds of creative content, such as stories, poems, and songs * Get feedback on your writing * Collaborate with other writers

**Mappedin** is an indoor mapping platform that allows users to create and publish interactive 3D maps of indoor spaces. The platform uses AI to automate the process of map creation, making it easy for users to create accurate and up-to-date maps of their indoor spaces. Mappedin maps can be used for a variety of purposes, including wayfinding, asset tracking, and space planning.

Cyncrocity is a platform that provides event discovery, ticketing, and networking solutions for innovation ecosystems. It helps users discover the right people and companies to connect with, provides a smooth experience for attendees, and automates tedious tasks for event organizers. Cyncrocity's mission is to redefine how we discover the right people and ideas at the right space and time.

A.V. Mapping is an AI-powered platform that helps users find the perfect music for their videos, images, and other creative projects. The platform uses a variety of AI technologies to analyze the content of your project and find music that matches the mood, tone, and style. A.V. Mapping also offers a variety of other features, such as the ability to upload your own music, create custom playlists, and collaborate with other users. The platform is designed to be easy to use, even for those who have no experience with AI. With A.V. Mapping, you can quickly and easily find the perfect music for your next project.

Global Plastic Watch (GPW) is a digital platform that maps the world's plastic pollution in near real-time using a unique combination of satellite imagery and artificial intelligence. It provides a comprehensive view of the global plastic waste crisis, including the location and size of plastic waste sites, the types of plastic waste, and the impact of plastic pollution on the environment and human health.

Structurepedia is an AI-powered platform that maps the structure of knowledge by providing structured and interactive information on various topics, including neural network architecture variants and other important concepts in machine learning and artificial intelligence. It offers a new way to learn by allowing users to explore topics through visual diagrams and detailed resources, making it easier to understand complex information. Structurepedia aims to revolutionize the way people access and comprehend knowledge in the age of AI, acting as a modern encyclopedia and search engine tailored for the AI era.

Xmind AI is a mind mapping tool that helps teams collaborate and brainstorm ideas. It offers a variety of features to help users create, share, and edit mind maps, including real-time collaboration, brainstorming tools, and presentation mode. Xmind AI is designed to be easy to use, even for those who are new to mind mapping.

EdrawMind is a mind mapping software that helps users to organize their ideas, collaborate with others, and create presentations. It offers a variety of features, including the ability to create mind maps, timelines, tree charts, and bubble maps. EdrawMind also includes a number of AI-powered features, such as AI One-Click Mind Map Creation, AI SWOT Analysis, and AI Brainstorming. These features can help users to quickly and easily create mind maps, generate creative ideas, and improve their productivity.

Algor Education is an online mind mapping tool that uses AI to help users create visual representations of text, images, and audio files. With Algor Education, users can quickly and easily create mind maps that can be used for a variety of purposes, including studying, brainstorming, and taking notes. Algor Education offers a variety of features that make it a powerful tool for students, teachers, and professionals alike. These features include the ability to:

Chatmind is an AI-powered mind mapping tool that allows users to create and refine mind maps with the help of GPT AI. It offers features such as text-to-mind map conversion, chat-guided mind mapping, image generation, and one-click mind map to slides transition. Chatmind is designed to enhance creativity, productivity, and logical thinking.

mapEDU is an AI-powered curriculum mapping and exam tagging software designed specifically for healthcare professions schools. It uses natural language processing and machine learning to automatically extract relevant MeSH tags from existing digital content, map events/courses/programs with outcomes, and auto-tag exam questions. This provides healthcare professions schools with objective, actionable data to improve curriculum design, validate revisions, and enhance student performance analytics.

EchoTalent is an AI-powered career platform that helps users revolutionize their job search and career development. With its suite of AI tools, EchoTalent provides personalized career path mapping, resume building, cover letter writing, and LinkedIn post enhancement. The platform analyzes users' LinkedIn profiles or resumes to understand their skills and experiences, and then creates customized career paths and provides tailored recommendations for job roles, skills development, and resume and cover letter optimization. EchoTalent's AI-powered tools aim to help users stand out in the competitive job market and achieve their professional goals.

MapZot.AI is an advanced retail site selection and market analysis AI tool that leverages big data and unique algorithms to provide real-time insights for businesses. It monitors local and national chains, predicts their next locations with high confidence, and offers decision analytics to pinpoint the best real estate locations for various industries. With features like internal data utilization, store cannibalization models, and over 90% confidence in decision-making, MapZot.AI is a powerful platform for site selection and market planning.

Mapify is an AI-powered tool that transforms any type of content, such as text, images, audio, and files, into clear and concise mind maps. It helps users break down complex information into structured visual representations, saving time and enhancing productivity. Mapify offers features like instant mapping from documents and videos, text-to-image conversion, and AI-assisted brainstorming. Users can benefit from built-in AI templates, real-time web access, and chat interactions to optimize their workspace and idea visualization process.

Blackshark.ai is a company that provides AI-based object detection and 3D digital twin of the entire planet. Their geospatial platform extracts insights about the planet’s infrastructure from current satellite and aerial imagery via machine learning at global scale. Missing attributes are enriched by AI to provide a photorealistic, geo-typical, or asset specific digital twin. Results can be used for visualization, simulation, mapping, mixed reality environments, and other enterprise solutions.

GitMind is an AI-powered mind mapping, flowchart, and whiteboard tool that helps users brainstorm, collaborate, and visualize their ideas. It offers a variety of features, including real-time collaboration, customizable templates, and the ability to export mind maps to various formats. GitMind is available as a web application, desktop application, and mobile app.

Lume AI is a data mapping tool that uses artificial intelligence (AI) to automate the process of mapping data between different schemas. This can save businesses a significant amount of time and effort, as manual data mapping can be a complex and error-prone process. Lume AI's AI-powered data mapping engine can automatically generate mapping logic to move data between any two schemas, regardless of their complexity. This makes it easy to onboard new customers and partners, ingest messy data, and build data pipelines faster. Lume AI also offers a number of other features that make it a valuable tool for businesses, including the ability to review and deploy mappers, auto-maintain mappers, and handle complex data mappings with ease.

Taskmole is an AI-powered tool that helps businesses automate their processes. It uses task mining to track and record everyday computer tasks, then generates process maps and provides automation recommendations. Taskmole integrates with popular automation tools like Zapier, Make, and n8n, making it easy to automate tasks and improve efficiency.

Neurite is an innovative project that combines chaos theory and graph theory to create a digital interface that explores hidden patterns and connections for creative thinking. It offers a unique workspace blending fractals with mind mapping techniques, allowing users to navigate the Mandelbrot set in real-time. Nodes in Neurite represent various content types like text, images, videos, code, and AI agents, enabling users to create personalized microcosms of thoughts and inspirations. The tool supports synchronized knowledge management through bi-directional synchronization between mind-mapping and text-based hyperlinking. Neurite also features FractalGPT for modular conversation with AI, local AI capabilities for multi-agent chat networks, and a Neural API for executing code and sequencing animations. The project is actively developed with plans for deeper fractal zoom, advanced control over node placement, and experimental features.

Mergekit is a toolkit for merging pre-trained language models. It uses an out-of-core approach to perform unreasonably elaborate merges in resource-constrained situations. Merges can be run entirely on CPU or accelerated with as little as 8 GB of VRAM. Many merging algorithms are supported, with more coming as they catch my attention.

The 'awesome-mobile-robotics' repository is a curated list of important content related to Mobile Robotics and AI. It includes resources such as courses, books, datasets, software and libraries, podcasts, conferences, journals, companies and jobs, laboratories and research groups, and miscellaneous resources. The repository covers a wide range of topics in the field of Mobile Robotics and AI, providing valuable information for enthusiasts, researchers, and professionals in the domain.

A curated list of Generative AI projects, tools, artworks, and models

SDFX is the ultimate no-code platform for building and sharing AI apps with beautiful UI. It enables the creation of user-friendly interfaces for complex workflows by combining Comfy workflow with a UI. The tool is designed to merge the benefits of form-based UI and graph-node based UI, allowing users to create intricate graphs with a high-level UI overlay. SDFX is fully compatible with ComfyUI, abstracting the need for installing ComfyUI. It offers features like animated graph navigation, node bookmarks, UI debugger, custom nodes manager, app and template export, image and mask editor, and more. The tool compiles as a native app or web app, making it easy to maintain and add new features.

LightLLM is a Python-based LLM (Large Language Model) inference and serving framework known for its lightweight design, scalability, and high-speed performance. It offers features like tri-process asynchronous collaboration, Nopad for efficient attention operations, dynamic batch scheduling, FlashAttention integration, tensor parallelism, Token Attention for zero memory waste, and Int8KV Cache. The tool supports various models like BLOOM, LLaMA, StarCoder, Qwen-7b, ChatGLM2-6b, Baichuan-7b, Baichuan2-7b, Baichuan2-13b, InternLM-7b, Yi-34b, Qwen-VL, Llava-7b, Mixtral, Stablelm, and MiniCPM. Users can deploy and query models using the provided server launch commands and interact with multimodal models like QWen-VL and Llava using specific queries and images.

Marqo is more than a vector database, it's an end-to-end vector search engine for both text and images. Vector generation, storage and retrieval are handled out of the box through a single API. No need to bring your own embeddings.

Smile (Statistical Machine Intelligence and Learning Engine) is a comprehensive machine learning, NLP, linear algebra, graph, interpolation, and visualization system in Java and Scala. It covers every aspect of machine learning, including classification, regression, clustering, association rule mining, feature selection, manifold learning, multidimensional scaling, genetic algorithms, missing value imputation, efficient nearest neighbor search, etc. Smile implements major machine learning algorithms and provides interactive shells for Java, Scala, and Kotlin. It supports model serialization, data visualization using SmilePlot and declarative approach, and offers a gallery showcasing various algorithms and visualizations.

MegaDetector is an AI model that identifies animals, people, and vehicles in camera trap images (which also makes it useful for eliminating blank images). This model is trained on several million images from a variety of ecosystems. MegaDetector is just one of many tools that aims to make conservation biologists more efficient with AI. If you want to learn about other ways to use AI to accelerate camera trap workflows, check out our of the field, affectionately titled "Everything I know about machine learning and camera traps".

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.

Linly-Talker is an innovative digital human conversation system that integrates the latest artificial intelligence technologies, including Large Language Models (LLM) 🤖, Automatic Speech Recognition (ASR) 🎙️, Text-to-Speech (TTS) 🗣️, and voice cloning technology 🎤. This system offers an interactive web interface through the Gradio platform 🌐, allowing users to upload images 📷 and engage in personalized dialogues with AI 💬.

Awesome-LLM-Inference: A curated list of 📙Awesome LLM Inference Papers with Codes, check 📖Contents for more details. This repo is still updated frequently ~ 👨‍💻‍ Welcome to star ⭐️ or submit a PR to this repo!

MSCCL++ is a GPU-driven communication stack for scalable AI applications. It provides a highly efficient and customizable communication stack for distributed GPU applications. MSCCL++ redefines inter-GPU communication interfaces, delivering a highly efficient and customizable communication stack for distributed GPU applications. Its design is specifically tailored to accommodate diverse performance optimization scenarios often encountered in state-of-the-art AI applications. MSCCL++ provides communication abstractions at the lowest level close to hardware and at the highest level close to application API. The lowest level of abstraction is ultra light weight which enables a user to implement logics of data movement for a collective operation such as AllReduce inside a GPU kernel extremely efficiently without worrying about memory ordering of different ops. The modularity of MSCCL++ enables a user to construct the building blocks of MSCCL++ in a high level abstraction in Python and feed them to a CUDA kernel in order to facilitate the user's productivity. MSCCL++ provides fine-grained synchronous and asynchronous 0-copy 1-sided abstracts for communication primitives such as `put()`, `get()`, `signal()`, `flush()`, and `wait()`. The 1-sided abstractions allows a user to asynchronously `put()` their data on the remote GPU as soon as it is ready without requiring the remote side to issue any receive instruction. This enables users to easily implement flexible communication logics, such as overlapping communication with computation, or implementing customized collective communication algorithms without worrying about potential deadlocks. Additionally, the 0-copy capability enables MSCCL++ to directly transfer data between user's buffers without using intermediate internal buffers which saves GPU bandwidth and memory capacity. MSCCL++ provides consistent abstractions regardless of the location of the remote GPU (either on the local node or on a remote node) or the underlying link (either NVLink/xGMI or InfiniBand). This simplifies the code for inter-GPU communication, which is often complex due to memory ordering of GPU/CPU read/writes and therefore, is error-prone.

Recent LLM (Large Language Models)-based CV and multi-modal works.

Awesome LLM compression research papers and tools to accelerate LLM training and inference.

Helper for determining a component's stage of evolution in the context of Wardley Maps

Expert in Wardley Mapping and business strategy techniques.

a simple exploration of ai mood and sensory experience

I guide you in learning and applying Wardley Maps.

Helper for Wardley Map value chain analysis

Analyzes and enhances customer's journey across all touchpoints.

Expert in AI mapping and visualization

Advanced quantum computing expert for renewable energy mapping.

Explore any topic with an advanced hierarchical interactive mapping with streamlined control. Begin with !start [topic].

Scenic hike planner with bullet point routes for easy mapping.

Helps get map data from Open Street Map by generating Overpass Turbo queries. Ask me for mapping features like cafes, rivers or highways

Guides in creating tailored mind maps with interactive dialogue.

思维导图助手

ArcPy specialist for ESRI's ArcGIS applications.

Discover how to create maps using Scribble Maps

Expert at creating and analyzing affinity maps.

私はあなたのインプット情報を全て構造化データとしてマインドマップ化します。あなたがマインドマップ化したい情報をそのまま直接入力してください！

Analyzes and visualizes Wardley Maps from text

Artificial Mind Map Analyzer

Organizes text into structured output and creates visual mind maps.