Best AI tools for< Analyze Model Architecture >
20 - AI tool Sites

XKool Technology
XKool Technology is an AI cloud platform offering comprehensive solutions for the building industry. It provides digital and intelligent empowerment for design, construction, and management processes. The platform integrates AI technology to enhance building industrial upgrades and offers AI-assisted content creation, model marketplace, AI toolbox, and various design and management solutions.

DeepSeek-v3
DeepSeek-v3 is a leading AI model and cutting-edge AI solution that provides users with state-of-the-art language models for free, without limitations or system busyness. It offers stable and efficient output, supports multiple languages and deployment options, and allows users to access cutting-edge AI solutions through a simple three-step process. DeepSeek-v3 is a major breakthrough in speed, performance, and cost-effectiveness compared to previous models, making it a competitive choice for various AI tasks.

Stable Diffusion 3
Stable Diffusion 3 is an advanced text-to-image model developed by Stability AI, offering significant improvements in image fidelity, multi-subject handling, and text adherence. Leveraging the Multimodal Diffusion Transformer (MMDiT) architecture, it features separate weights for image and language representations. Users can access the model through the Stable Diffusion 3 API, download options, and online platforms to experience its capabilities and benefits.

Fuk.ai
Fuk.ai is a hate speech and profanity detection tool that utilizes Transformer-based neural network architectures with advanced natural language processing capabilities to filter out hate, bigotry, and profanity from online content. It offers a free software pricing model and allows users to analyze up to 1,000 characters for free. By creating an account, users can analyze up to 10,000 characters per month. Fuk.ai can be integrated into user-generated apps and websites to maintain a positive online environment.

1001Epochs
1001Epochs is an AI solutions provider that empowers businesses with tailored AI development services. They offer strategic AI solutions, dedicated AI/ML teams, and startup services to accelerate business growth and success. With expertise in AI consultation, solution architecture design, model development, and system monitoring, 1001Epochs aims to transform businesses with cutting-edge technology. The company also provides insights through articles and publications, showcasing their commitment to innovation and excellence in the AI field.

Pandio
Pandio is an AI orchestration platform that simplifies data pipelines to harness the power of AI. It offers cloud-native managed solutions to connect systems, automate data movement, and accelerate machine learning model deployment. Pandio's AI-driven architecture orchestrates models, data, and ML tools to drive AI automation and data-driven decisions faster. The platform is designed for price-performance, offering data movement at high speed and low cost, with near-infinite scalability and compatibility with any data, tools, or cloud environment.

Cartesia Sonic Team Blog Research Playground
Cartesia Sonic Team Blog Research Playground is an AI application that offers real-time multimodal intelligence for every device. The application aims to build the next generation of AI by providing ubiquitous, interactive intelligence that can run on any device. It features the fastest, ultra-realistic generative voice API and is backed by research on simple linear attention language models and state-space models. The founding team, who met at the Stanford AI Lab, has invented State Space Models (SSMs) and scaled it up to achieve state-of-the-art results in various modalities such as text, audio, video, images, and time-series data.

Co-Founder AI
Co-Founder AI is an AI-powered tool that accelerates startup success by providing in-depth business reports and actionable insights. It utilizes AI to generate well-structured business plans and offers essential insights to validate IT-business ideas. The tool covers various aspects such as market trends, competitor analysis, sales techniques, and fundraising strategies, enabling users to make data-driven decisions for driving growth.

ScaDS.AI
ScaDS.AI (Center for Scalable Data Analytics and Artificial Intelligence) is a research center focusing on Data Science, Artificial Intelligence, and Big Data with locations in Dresden and Leipzig. It is one of the five new AI centers in Germany funded under the federal government's AI strategy by the Federal Ministry of Education and Research and the Free State of Saxony. The center collaborates closely with TUD Dresden University of Technology and Leipzig University, aiming to bridge the gap between mass data utilization, knowledge management, and advanced AI methods.

Teammately
Teammately is an AI tool that redefines how Human AI-Engineers build AI. It is an Agentic AI for AI development process, designed to enable Human AI-Engineers to focus on more creative and productive missions in AI development. Teammately follows the best practices of Human LLM DevOps and offers features like Development Prompt Engineering, Knowledge Tuning, Evaluation, and Optimization to assist in the AI development process. The tool aims to revolutionize AI engineering by allowing AI AI-Engineers to handle technical tasks, while Human AI-Engineers focus on planning and aligning AI with human preferences and requirements.

Nebius AI
Nebius AI is an AI-centric cloud platform designed to handle intensive workloads efficiently. It offers a range of advanced features to support various AI applications and projects. The platform ensures high performance and security for users, enabling them to leverage AI technology effectively in their work. With Nebius AI, users can access cutting-edge AI tools and resources to enhance their projects and streamline their workflows.

Satlas
Satlas is an AI-powered platform that provides geospatial data generated by AI models. The platform offers insights into changes in marine infrastructure, renewable energy infrastructure, and tree cover on a monthly basis. Users can explore maps showcasing developments such as wind farms, solar farms, deforestation, and more. Satlas employs advanced AI architectures and training algorithms in computer vision to enhance low-resolution satellite imagery and produce high-resolution images globally. The platform's geospatial datasets are freely available for offline analysis, along with AI models and training labels. Developed by the Allen Institute for AI, Satlas aims to advance computer vision technology for better understanding and monitoring of Earth's changes.

Janus Pro
Janus Pro is a free online AI image generator that leverages advanced multimodal processing to analyze and create high-quality images. It outperforms models like DALL-E 3 and Stable Diffusion, delivering exceptional detail and accuracy. Built on DeepSeek-LLM architecture with 7 billion parameters, Janus Pro features separate encoding pathways for enhanced flexibility. The application is freely available on Hugging Face, trained on millions of samples for multimodal understanding and visual generation.

Censius
Censius is an AI Observability Platform for Enterprise ML Teams. It provides end-to-end visibility of structured and unstructured production models, enabling proactive model management and continuous delivery of reliable ML. Key features include model monitoring, explainability, and analytics.

CLIP Interrogator
CLIP Interrogator is a tool that uses the CLIP (Contrastive Language–Image Pre-training) model to analyze images and generate descriptive text or tags. It effectively bridges the gap between visual content and language by interpreting the contents of images through natural language descriptions. The tool is particularly useful for understanding or replicating the style and content of existing images, as it helps in identifying key elements and suggesting prompts for creating similar imagery.

Role Model AI
Role Model AI is a revolutionary multi-dimensional assistant that combines practicality and innovation. It offers four dynamic interfaces for seamless interaction: phone calls for on-the-go assistance, an interactive agent dashboard for detailed task management, lifelike 3D avatars for immersive communication, and an engaging Fortnite world integration for a gaming-inspired experience. Role Model AI adapts to your lifestyle, blending seamlessly into your personal and professional worlds, providing unparalleled convenience and a unique, versatile solution for managing tasks and interactions.

Enhans AI Model Generator
Enhans AI Model Generator is an advanced AI tool designed to help users generate AI models efficiently. It utilizes cutting-edge algorithms and machine learning techniques to streamline the model creation process. With Enhans AI Model Generator, users can easily input their data, select the desired parameters, and obtain a customized AI model tailored to their specific needs. The tool is user-friendly and does not require extensive programming knowledge, making it accessible to a wide range of users, from beginners to experts in the field of AI.

Adwrite
Adwrite is an AI-powered marketing ad copywriting tool that helps users create SEO-optimized and plagiarism-free content for various platforms, including social media, ads, emails, and websites. It offers a range of features and templates to assist marketers, writers, bloggers, and freelancers in generating high-quality marketing copy quickly and efficiently.

Infermatic.ai
Infermatic.ai is a platform that provides access to top Large Language Models (LLMs) with a user-friendly interface. It offers complete privacy, robust security, and scalability for projects, research, and integrations. Users can test, choose, and scale LLMs according to their content needs or business strategies. The platform eliminates the complexities of infrastructure management, latency issues, version control problems, integration complexities, scalability concerns, and cost management issues. Infermatic.ai is designed to be secure, intuitive, and efficient for users who want to leverage LLMs for various tasks.

Aya Data
Aya Data is an AI tool that offers services such as data annotation, computer vision, natural language annotation, 3D annotation, AI data acquisition, and AI consulting. They provide cutting-edge tools to transform raw data into training datasets for AI models, deliver bespoke AI solutions for various industries, and offer AI-powered products like AyaGrow for crop management and AyaSpeech for speech-to-speech translation. Aya Data focuses on exceptional accuracy, rapid development cycles, and high performance in real-world scenarios.
20 - Open Source AI Tools

LLM-Drop
LLM-Drop is an official implementation of the paper 'What Matters in Transformers? Not All Attention is Needed'. The tool investigates redundancy in transformer-based Large Language Models (LLMs) by analyzing the architecture of Blocks, Attention layers, and MLP layers. It reveals that dropping certain Attention layers can enhance computational and memory efficiency without compromising performance. The tool provides a pipeline for Block Drop and Layer Drop based on LLaMA-Factory, and implements quantization using AutoAWQ and AutoGPTQ.

Awesome-LLM-Interpretability
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.

Awesome-LLMs-on-device
Welcome to the ultimate hub for on-device Large Language Models (LLMs)! This repository is your go-to resource for all things related to LLMs designed for on-device deployment. Whether you're a seasoned researcher, an innovative developer, or an enthusiastic learner, this comprehensive collection of cutting-edge knowledge is your gateway to understanding, leveraging, and contributing to the exciting world of on-device LLMs.

context-cite
ContextCite is a tool for attributing statements generated by LLMs back to specific parts of the context. It allows users to analyze and understand the sources of information used by language models in generating responses. By providing attributions, users can gain insights into how the model makes decisions and where the information comes from.

KernelBench
KernelBench is a benchmark tool designed to evaluate Large Language Models' (LLMs) ability to generate GPU kernels. It focuses on transpiling operators from PyTorch to CUDA kernels at different levels of granularity. The tool categorizes problems into four levels, ranging from single-kernel operators to full model architectures, and assesses solutions based on compilation, correctness, and speed. The repository provides a structured directory layout, setup instructions, usage examples for running single or multiple problems, and upcoming roadmap features like additional GPU platform support and integration with other frameworks.

Awesome-Code-LLM
Analyze the following text from a github repository (name and readme text at end) . Then, generate a JSON object with the following keys and provide the corresponding information for each key, in lowercase letters: 'description' (detailed description of the repo, must be less than 400 words,Ensure that no line breaks and quotation marks.),'for_jobs' (List 5 jobs suitable for this tool,in lowercase letters), 'ai_keywords' (keywords of the tool,user may use those keyword to find the tool,in lowercase letters), 'for_tasks' (list of 5 specific tasks user can use this tool to do,in lowercase letters), 'answer' (in english languages)

awesome-mlops
Awesome MLOps is a curated list of tools related to Machine Learning Operations, covering areas such as AutoML, CI/CD for Machine Learning, Data Cataloging, Data Enrichment, Data Exploration, Data Management, Data Processing, Data Validation, Data Visualization, Drift Detection, Feature Engineering, Feature Store, Hyperparameter Tuning, Knowledge Sharing, Machine Learning Platforms, Model Fairness and Privacy, Model Interpretability, Model Lifecycle, Model Serving, Model Testing & Validation, Optimization Tools, Simplification Tools, Visual Analysis and Debugging, and Workflow Tools. The repository provides a comprehensive collection of tools and resources for individuals and teams working in the field of MLOps.

MAVIS
MAVIS (Math Visual Intelligent System) is an AI-driven application that allows users to analyze visual data such as images and generate interactive answers based on them. It can perform complex mathematical calculations, solve programming tasks, and create professional graphics. MAVIS supports Python for coding and frameworks like Matplotlib, Plotly, Seaborn, Altair, NumPy, Math, SymPy, and Pandas. It is designed to make projects more efficient and professional.

chatgpt-universe
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

llms-interview-questions
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.

Awesome-Interpretability-in-Large-Language-Models
This repository is a collection of resources focused on interpretability in large language models (LLMs). It aims to help beginners get started in the area and keep researchers updated on the latest progress. It includes libraries, blogs, tutorials, forums, tools, programs, papers, and more related to interpretability in LLMs.

Foundations-of-LLMs
Foundations-of-LLMs is a comprehensive book aimed at readers interested in large language models, providing systematic explanations of foundational knowledge and introducing cutting-edge technologies. The book covers traditional language models, evolution of large language model architectures, prompt engineering, parameter-efficient fine-tuning, model editing, and retrieval-enhanced generation. Each chapter uses an animal as a theme to explain specific technologies, enhancing readability. The content is based on the author team's exploration and understanding of the field, with continuous monthly updates planned. The book includes a 'Paper List' for each chapter to track the latest advancements in related technologies.

chronos-forecasting
Chronos is a family of pretrained time series forecasting models based on language model architectures. A time series is transformed into a sequence of tokens via scaling and quantization, and a language model is trained on these tokens using the cross-entropy loss. Once trained, probabilistic forecasts are obtained by sampling multiple future trajectories given the historical context. Chronos models have been trained on a large corpus of publicly available time series data, as well as synthetic data generated using Gaussian processes.

cellseg_models.pytorch
cellseg-models.pytorch is a Python library built upon PyTorch for 2D cell/nuclei instance segmentation models. It provides multi-task encoder-decoder architectures and post-processing methods for segmenting cell/nuclei instances. The library offers high-level API to define segmentation models, open-source datasets for training, flexibility to modify model components, sliding window inference, multi-GPU inference, benchmarking utilities, regularization techniques, and example notebooks for training and finetuning models with different backbones.

AI2BMD
AI2BMD is a program for efficiently simulating protein molecular dynamics with ab initio accuracy. The repository contains datasets, simulation programs, and public materials related to AI2BMD. It provides a Docker image for easy deployment and a standalone launcher program. Users can run simulations by downloading the launcher script and specifying simulation parameters. The repository also includes ready-to-use protein structures for testing. AI2BMD is designed for x86-64 GNU/Linux systems with recommended hardware specifications. The related research includes model architectures like ViSNet, Geoformer, and fine-grained force metrics for MLFF. Citation information and contact details for the AI2BMD Team are provided.

Awesome-LLM-Compression
Awesome LLM compression research papers and tools to accelerate LLM training and inference.
20 - OpenAI Gpts

Data Architect
Database Developer assisting with SQL/NoSQL, architecture, and optimization.

Business Model Advisor
Business model expert, create detailed reports based on business ideas.

Psychological Analysis of Fictional Characters
This prompt is designed to act as an expert psychologist in personality analysis, using three different psychological models: the Big Five Factor model, the Myers-Briggs Sixteen Types model, and the Enneagram model.

AI Model NFT Marketplace- Joy Marketplace
Expert on AI Model NFT Marketplace, offering insights on blockchain tech and NFTs.

BITE Model Analyzer by Dr. Steven Hassan
Discover if your group, relationship or organization uses specific methods to recruit and maintain control over people

BRI - Educational with Rabindranath Tagore
Analyzing historical trends and advising on BRI strategies using Ibn Khaldun's insights. Write: "We are constantly enriching the model and rely on your support: http://Donate.U-Model.org"

Prophet Optimizer
Prophet model expert, professional yet approachable, seeks clarification

Modelos de Negocios GPT
Guía paso a paso para la creación y mejora de modelos de negocio usando la metodología Business Model Canvas.

Discrete Mathematics
Precision-focused Language Model for Discrete Mathematics, ensuring unmatched accuracy and error avoidance.

Startup Critic
Apply gold-standard startup valuation and assessment methods to identify risks and gaps in your business model and product ideas.

HackingPT
HackingPT is a specialized language model focused on cybersecurity and penetration testing, committed to providing precise and in-depth insights in these fields.