Best AI tools for< Visualize Model Internals >

Rerun is an SDK, time-series database, and visualizer for temporal and multimodal data. It is used in fields like robotics, spatial computing, 2D/3D simulation, and finance to verify, debug, and explain data. Rerun allows users to log data like tensors, point clouds, and text to create streams, visualize and interact with live and recorded streams, build layouts, customize visualizations, and extend data and UI functionalities. The application provides a composable data model, dynamic schemas, and custom views for enhanced data visualization and analysis.

CGDream is an AI image generator that allows users to visualize their ideas by generating images from text prompts. It offers various features such as text-to-image, image-to-image, and 3D model-to-image generation. Users can also apply filters to enhance the quality and style of the generated images. The tool is particularly useful for creative professionals, designers, and anyone looking to explore their imagination and bring their ideas to life.

Flux AI is a cutting-edge AI image generator that utilizes transformer-based flow models to produce high-quality images. It offers three models - FLUX.1[pro], FLUX.1[dev], and FLUX.1[schnell], each catering to different user needs. From advertising to game development, Flux AI empowers users to create diverse visual content effortlessly. With its user-friendly interface and advanced capabilities, Flux AI is revolutionizing the field of AI art generation.

Cloth2Life is an AI tool that specializes in generating fashion models based on specific criteria such as gender, age, and expression. Users can create virtual models of female, male, young, adult, and smiling individuals for various fashion-related purposes. The tool leverages artificial intelligence algorithms to produce realistic and customizable fashion models, offering a convenient solution for designers, marketers, and fashion enthusiasts to visualize their ideas and concepts.

Luma Dream Machine is a cutting-edge AI application that empowers users to ideate, visualize, and create stunning images and videos with ease. By leveraging powerful image and video AI models, users can bring their creative visions to life in a fluid and intuitive manner. The platform offers a range of features to facilitate fast iteration, creative exploration, and seamless editing, making it a go-to tool for artists, designers, and content creators seeking to push the boundaries of visual storytelling.

Public Prompts is a website that provides free, high-quality prompts for Stable Diffusion, an AI-powered image generation model. The website also offers a library of fine-tuned models and embeddings, which can be used to customize the output of Stable Diffusion. Public Prompts is a valuable resource for anyone who wants to use Stable Diffusion to create unique and interesting images.

Dflux is a cloud-based Unified Data Science Platform that offers end-to-end data engineering and intelligence with a no-code ML approach. It enables users to integrate data, perform data engineering, create customized models, analyze interactive dashboards, and make data-driven decisions for customer retention and business growth. Dflux bridges the gap between data strategy and data science, providing powerful SQL editor, intuitive dashboards, AI-powered text to SQL query builder, and AutoML capabilities. It accelerates insights with data science, enhances operational agility, and ensures a well-defined, automated data science life cycle. The platform caters to Data Engineers, Data Scientists, Data Analysts, and Decision Makers, offering all-round data preparation, AutoML models, and built-in data visualizations. Dflux is a secure, reliable, and comprehensive data platform that automates analytics, machine learning, and data processes, making data to insights easy and accessible for enterprises.

Bing Image Creator is a powerful AI image generator that allows users to effortlessly create professional-looking Disney Pixar movie poster style images. By providing a few descriptive sentences, the AI model transforms ideas into captivating movie posters, unleashing users' imagination to visualize stunning creations. The tool is easy-to-use and free, enabling users to generate high-quality images by entering character names and detailed descriptions. Users can experiment with different prompts and keywords to achieve unique and personalized Disney-style posters.

Opulli is an AI Fashion Model Platform for Clothing Brands that provides a smart and cost-effective solution for fashion retailers to avoid expensive photoshoots. The platform allows users to effortlessly bring product photos to life with captivating AI generated models, offering personalized connection at scale and accelerating market resonance with swift A/B testing. Opulli empowers brands to craft model photos that resonate deeply with their audience, mirroring body shapes, skin tones, and styles, without the limitations of traditional photoshoots.

BigBear.ai is a decision intelligence solution provider trusted by leaders in various industries such as government & defense, manufacturing, healthcare, and national security. They offer AI-powered solutions to optimize operational efficiency, supply chains, autonomous systems management, and more. With a focus on national security, digital identity, and supply chain management, BigBear.ai leverages cutting-edge AI, machine learning, and computer vision technologies to address complex challenges and deliver tailored solutions for their customers.

ImagineMe is a personal AI art generator that allows users to create stunning art of themselves from a simple text description. The application uses AI models to convert text into corresponding images, enabling users to visualize themselves in various scenarios. ImagineMe offers an easy, affordable, and magical way to create personalized art.

Super AI is a generative AI tool designed as a copilot for data analysts. It is trained by top-tier product company experts and domain experts to provide unparalleled expertise in research, visualization, and data delivery. The tool goes beyond data processing by generating a comprehensive Business Decision Canvas tailored to specific challenges. Super AI offers guided insights, data modeling suggestions, and effortless integration with legacy BI systems. It is designed to convert business requirements into concrete objectives and is supported by a team of domain experts to mentor the AI. With applications in various industries, Super AI accelerates the process of finding business KPIs and generating data stories with expert intelligence.

StrawPoll.ai is an AI-powered platform that offers tools for creating polls, generating charts, and utilizing machine learning to analyze data. Users can easily create polls tailored to their needs, share them to collect responses, and analyze the data using built-in chart and machine learning tools. The platform also provides a chart maker tool for visualizing existing data and a machine learning tool for building predictive models by identifying patterns in the data. Additionally, users can access guides for assistance and contact support for any queries.

Tinder Glowup is an AI application that helps users visualize themselves with abs using artificial intelligence technology. By uploading a picture, the AI model generates custom abs pictures in minutes, providing users with motivation for the gym and enhancing their online dating profiles. The application ensures data privacy by deleting uploaded pictures after 24 hours. With a one-time payment model and quick results, Tinder Glowup offers a convenient solution for those looking to transform their appearance digitally.

Metail is an AI tool specializing in apparel AI solutions. The platform offers services such as EcoShot for creating on-model images from 3D designs, AI-generated models, and Machine-Learning Advanced Motion Analytics (MAMA) for factory efficiency. Metail also provides the Metail-Avatar-System (MAS) for accurate 3D body scans and SizeStream mobile apps for personalized experiences. The company focuses on leveraging AI technologies to enhance the capabilities of apparel companies and improve user experiences.

Comet ML is an extensible, fully customizable machine learning platform that aims to move ML forward by supporting productivity, reproducibility, and collaboration. It integrates with existing infrastructure and tools to manage, visualize, and optimize models from training runs to production monitoring. Users can track and compare training runs, create a model registry, and monitor models in production all in one platform. Comet's platform can be run on any infrastructure, enabling users to reshape their ML workflow and bring their existing software and data stack.

Komiko is an AI-powered platform that allows users to create comics, webtoons, and manga with the help of advanced artificial intelligence technology. With features like multiple image generation, high-quality images, consistent characters, and community support, Komiko provides a user-friendly environment for comic creation enthusiasts. Users can leverage the AI comic generator to visualize their fantasies, transform web novels into comics, and enhance their creations with audio visuals. The platform ensures character consistency, pose control, and offers a free trial for users to experience its capabilities before making a purchase. Komiko aims to revolutionize the comic creation process by providing a highly controllable image generation model and enabling users to explore various styles and scenes effortlessly.

Langdock is an all-in-one AI platform designed for companies to roll out AI to all employees and enable developers to build custom AI workflows. It offers features like model-agnostic AI, privacy-first approach, scalability, and measurability. The platform provides various AI assistants for different use cases, AI-powered workplace search, and tools for building, deploying, and evaluating AI workflows. Langdock focuses on enterprise-grade security, compliance, and education to help users get started with AI implementation.

OpenLIT is an AI application designed as an Observability tool for GenAI and LLM applications. It empowers model understanding and data visualization through an interactive Learning Interpretability Tool. With OpenTelemetry-native support, it seamlessly integrates into projects, offering features like fine-tuning performance, real-time data streaming, low latency processing, and visualizing data insights. The tool simplifies monitoring with easy installation and light/dark mode options, connecting to popular observability platforms for data export. Committed to OpenTelemetry community standards, OpenLIT provides valuable insights to enhance application performance and reliability.

DVC Studio is a collaboration tool for machine learning teams. It provides seamless data and model management, experiment tracking, visualization, and automation. DVC Studio is built for ML researchers, practitioners, and managers. It enables model organization and discovery across all ML projects and manages model lifecycle with Git, unifying ML projects with the best DevOps practices. DVC Studio also provides ML experiment tracking, visualization, collaboration, and automation using Git. It applies software engineering and DevOps best-practices to automate ML bookkeeping and model training, enabling easy collaboration and faster iterations.

Awesome-LLM-Interpretability is a curated list of materials related to LLM (Large Language Models) interpretability, covering tutorials, code libraries, surveys, videos, papers, and blogs. It includes resources on transformer mechanistic interpretability, visualization, interventions, probing, fine-tuning, feature representation, learning dynamics, knowledge editing, hallucination detection, and redundancy analysis. The repository aims to provide a comprehensive overview of tools, techniques, and methods for understanding and interpreting the inner workings of large language models.

LLM-Microscope is a toolkit designed for quantifying and visualizing language model internals. It provides functions for calculating anisotropy, intrinsic dimension, and linearity score. The toolkit also includes a Logit Lens feature for analyzing model predictions and losses. Users can easily install the toolkit using pip and explore the functionalities through provided examples.

Weights & Biases (W&B) is a platform that helps users build better machine learning models faster by tracking and visualizing all components of the machine learning pipeline, from datasets to production models. It offers tools for tracking, debugging, evaluating, and monitoring machine learning applications. W&B provides integrations with popular frameworks like PyTorch, TensorFlow/Keras, Hugging Face Transformers, PyTorch Lightning, XGBoost, and Sci-Kit Learn. Users can easily log metrics, visualize performance, and compare experiments using W&B. The platform also supports hosting options in the cloud or on private infrastructure, making it versatile for various deployment needs.

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. |  |

EDA GPT is an open-source data analysis companion that offers a comprehensive solution for structured and unstructured data analysis. It streamlines the data analysis process, empowering users to explore, visualize, and gain insights from their data. EDA GPT supports analyzing structured data in various formats like CSV, XLSX, and SQLite, generating graphs, and conducting in-depth analysis of unstructured data such as PDFs and images. It provides a user-friendly interface, powerful features, and capabilities like comparing performance with other tools, analyzing large language models, multimodal search, data cleaning, and editing. The tool is optimized for maximal parallel processing, searching internet and documents, and creating analysis reports from structured and unstructured data.

FridonAI is an open-source project offering AI-powered tools for cryptocurrency analysis and blockchain operations. It includes modules like FridonAnalytics for price analysis, FridonSearch for technical indicators, FridonNotifier for custom alerts, FridonBlockchain for blockchain operations, and FridonChat as a unified chat interface. The platform empowers users to create custom AI chatbots, access crypto tools, and interact effortlessly through chat. The core functionality is modular, with plugins, tools, and utilities for easy extension and development. FridonAI implements a scoring system to assess user interactions and incentivize engagement. The application uses Redis extensively for communication and includes a Nest.js backend for system operations.

This repository evaluates Large Language Models (LLMs) trained on PGN format chess games using linear probes. It assesses the LLMs' internal understanding of board state and their ability to estimate player skill levels. The repo provides tools to train, evaluate, and visualize linear probes on LLMs trained to play chess with PGN strings. Users can visualize the model's predictions, perform interventions on the model's internal board state, and analyze board state and player skill level accuracy across different LLMs. The experiments in the repo can be conducted with less than 1 GB of VRAM, and training probes on the 8 layer model takes about 10 minutes on an RTX 3050. The repo also includes scripts for performing board state interventions and skill interventions, along with useful links to open-source code, models, datasets, and pretrained models.

AdalFlow is a library designed to help developers build and optimize Large Language Model (LLM) task pipelines. It follows a design pattern similar to PyTorch, offering a light, modular, and robust codebase. Named in honor of Ada Lovelace, AdalFlow aims to inspire more women to enter the AI field. The library is tailored for various GenAI applications like chatbots, translation, summarization, code generation, and autonomous agents, as well as classical NLP tasks such as text classification and named entity recognition. AdalFlow emphasizes modularity, robustness, and readability to support users in customizing and iterating code for their specific use cases.

This repository provides a deployment guide for utilizing Google Cloud's Generative AI tools in marketing scenarios. It includes step-by-step instructions, examples of crafting marketing materials, and supplementary Jupyter notebooks. The demos cover marketing insights, audience analysis, trendspotting, content search, content generation, and workspace integration. Users can access and visualize marketing data, analyze trends, improve search experience, and generate compelling content. The repository structure includes backend APIs, frontend code, sample notebooks, templates, and installation scripts.

GOLEM is an open-source AI framework focused on optimization and learning of structured graph-based models using meta-heuristic methods. It emphasizes the potential of meta-heuristics in complex problem spaces where gradient-based methods are not suitable, and the importance of structured models in various problem domains. The framework offers features like structured model optimization, metaheuristic methods, multi-objective optimization, constrained optimization, extensibility, interpretability, and reproducibility. It can be applied to optimization problems represented as directed graphs with defined fitness functions. GOLEM has applications in areas like AutoML, Bayesian network structure search, differential equation discovery, geometric design, and neural architecture search. The project structure includes packages for core functionalities, adapters, graph representation, optimizers, genetic algorithms, utilities, serialization, visualization, examples, and testing. Contributions are welcome, and the project is supported by ITMO University's Research Center Strong Artificial Intelligence in Industry.

WrenAI is a data assistant tool that helps users get results and insights faster by asking questions in natural language, without writing SQL. It leverages Large Language Models (LLM) with Retrieval-Augmented Generation (RAG) technology to enhance comprehension of internal data. Key benefits include fast onboarding, secure design, and open-source availability. WrenAI consists of three core services: Wren UI (intuitive user interface), Wren AI Service (processes queries using a vector database), and Wren Engine (platform backbone). It is currently in alpha version, with new releases planned biweekly.

Chat with your data using OpenAI and AI Search. This solution accelerator uses an Azure OpenAI GPT model and an Azure AI Search index generated from your data, which is integrated into a web application to provide a natural language interface, including speech-to-text functionality, for search queries. Users can drag and drop files, point to storage, and take care of technical setup to transform documents. There is a web app that users can create in their own subscription with security and authentication.

Skyrim is a weather forecasting tool that enables users to run large weather models using consumer-grade GPUs. It provides access to state-of-the-art foundational weather models through a well-maintained infrastructure. Users can forecast weather conditions, such as wind speed and direction, by running simulations on their own GPUs or using modal volume or cloud services like s3 buckets. Skyrim supports various large weather models like Graphcast, Pangu, Fourcastnet, and DLWP, with plans for future enhancements like ensemble prediction and model quantization.

This repository contains data and code for the experiments in the SummHay paper. It includes publicly released Haystacks in conversational and news domains, along with scripts for running the pipeline, visualizing results, and benchmarking automatic evaluation. The data structure includes topics, subtopics, insights, queries, retrievers, summaries, evaluation summaries, and documents. The pipeline involves scripts for retriever scores, summaries, and evaluation scores using GPT-4o. Visualization scripts are provided for compiling and visualizing results. The repository also includes annotated samples for benchmarking and citation information for the SummHay paper.

LeRobot is a state-of-the-art AI library for real-world robotics in PyTorch. It aims to provide models, datasets, and tools to lower the barrier to entry to robotics, focusing on imitation learning and reinforcement learning. LeRobot offers pretrained models, datasets with human-collected demonstrations, and simulation environments. It plans to support real-world robotics on affordable and capable robots. The library hosts pretrained models and datasets on the Hugging Face community page.

ChatDev IDE is a tool for building your AI agent, Whether it's NPCs in games or powerful agent tools, you can design what you want for this platform. It accelerates prompt engineering through **JavaScript Support** that allows implementing complex prompting techniques.

Top AI Tools is a comprehensive, community-curated directory that aims to catalog and showcase the most outstanding AI-powered products. This index is not exhaustive, but rather a compilation of our research and contributions from the community.

Generates a design for your prototype based on a short description. Ex. Bicycle umbrella

Architectural diagramming expert.

Efficient in creating visual designs with minimal text.

Expert in visualizing industrial designs via DALL-E

Expert in precise visualization of 'Chibi Adarsh'.

Guides users in designing 3D printed products with practical and creative advice.

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Your expert in Omniscope with an expanded knowledge base.

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Furniture Designer and Visualizer

Your wise R Shiny sage, offering enlightened guidance.

Friendly, professional data analysis expert.

A data assistant for devs, now with real video and image links.

Freak in the Sheets!

Babylon.jsのサンプルコードを一緒に考えてくれる働き者

I craft visuals for medical concepts.

Visualize and inform on bouquets.

This GPT will help you set and visualize an intention for a spiritual ceremony

Visualize & learn about history

I'm an interior decorator using DALL-E 3 to visualize your space's potential.