Best AI tools for< Guide Model Output >

The Prompt Engineering Institute is an online resource for learning about prompt engineering, the process of creating prompts that guide AI models to generate desired outputs. The website offers a variety of tutorials, articles, and tools to help users learn how to write effective prompts for a variety of AI models, including language models, image generators, and code generators. The website also provides a community forum where users can ask questions, share tips, and collaborate on prompt engineering projects.

Weights & Biases is an AI tool that offers documentation, guides, tutorials, and support for using AI models in applications. The platform provides two main products: W&B Weave for integrating AI models into code and W&B Models for building custom AI models. Users can access features such as tracing, output evaluation, cost estimates, hyperparameter sweeps, model registry, and more. Weights & Biases aims to simplify the process of working with AI models and improving model reproducibility.

Confident AI is an open-source evaluation infrastructure for Large Language Models (LLMs). It provides a centralized platform to judge LLM applications, ensuring substantial benefits and addressing any weaknesses in LLM implementation. With Confident AI, companies can define ground truths to ensure their LLM is behaving as expected, evaluate performance against expected outputs to pinpoint areas for iterations, and utilize advanced diff tracking to guide towards the optimal LLM stack. The platform offers comprehensive analytics to identify areas of focus and features such as A/B testing, evaluation, output classification, reporting dashboard, dataset generation, and detailed monitoring to help productionize LLMs with confidence.

XA AI Music Generator is an AI-powered platform that enables users to create unique music compositions by providing text prompts and selecting music styles. The platform utilizes advanced AI models like Bark and Chirp to generate complete songs, including vocals and instrumentals. Users can customize their music preferences and guide the AI in creating music that aligns with their vision. XA AI Music Generator offers a free plan with limited song generations per day and additional features in Pro or Premier plans. The platform ensures high-quality music output through continuous algorithm updates and user customization options.

BetterWaifu is an AI tool that serves as an NSFW AI Generator and Imageboard. It is designed to create high-quality hentai images based on user preferences. The tool boasts of understanding user requirements accurately to generate desired content. BetterWaifu offers a range of features and functionalities to enhance the user experience in creating explicit content. The platform is committed to providing a safe and private environment for users to explore their creative desires.

BugFree.ai is an AI-powered platform designed to help users practice system design and behavior interviews, similar to Leetcode. The platform offers a range of features to assist users in preparing for technical interviews, including mock interviews, real-time feedback, and personalized study plans. With BugFree.ai, users can improve their problem-solving skills and gain confidence in tackling complex interview questions.

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.

Text Generator is an AI-powered text generation tool that provides users with accurate, fast, and flexible text generation capabilities. With its advanced large neural networks, Text Generator offers a cost-effective solution for various text-related tasks. The tool's intuitive 'prompt engineering' feature allows users to guide text creation by providing keywords and natural questions, making it adaptable for tasks such as classification and sentiment analysis. Text Generator ensures industry-leading security by never storing personal information on its servers. The tool's continuous training ensures that its AI remains up-to-date with the latest events. Additionally, Text Generator offers a range of features including speech-to-text API, text-to-speech API, and code generation, supporting multiple spoken languages and programming languages. With its one-line migration from OpenAI's text generation hub and a shared embedding for multiple spoken languages, images, and code, Text Generator empowers users with powerful search, fingerprinting, tracking, and classification capabilities.

ChatTTS is an open-source text-to-speech model designed for dialogue scenarios, supporting both English and Chinese speech generation. Trained on approximately 100,000 hours of Chinese and English data, it delivers speech quality comparable to human dialogue. The tool is particularly suitable for tasks involving large language model assistants and creating dialogue-based audio and video introductions. It provides developers with a powerful and easy-to-use tool based on open-source natural language processing and speech synthesis technologies.

Speakpal is an AI-powered language learning platform that leverages cutting-edge technology to help users improve their language skills. The platform offers interactive lessons, personalized feedback, and real-time practice sessions to enhance speaking, listening, reading, and writing abilities. With a user-friendly interface and adaptive learning algorithms, Speakpal caters to learners of all levels, from beginners to advanced speakers. Whether you're looking to learn a new language for travel, work, or personal enrichment, Speakpal provides a comprehensive and engaging learning experience.

Azoo is an AI-powered platform that offers a wide range of services in various categories such as logistics, animal, consumer commerce, real estate, law, and finance. It provides tools for data analysis, event management, and guides for users. The platform is designed to streamline processes, enhance decision-making, and improve efficiency in different industries. Azoo is developed by Cubig Corp., a company based in Seoul, South Korea, and aims to revolutionize the way businesses operate through innovative AI solutions.

Appen is a leading provider of high-quality data for training AI models. The company's end-to-end platform, flexible services, and deep expertise ensure the delivery of high-quality, diverse data that is crucial for building foundation models and enterprise-ready AI applications. Appen has been providing high-quality datasets that power the world's leading AI models for decades. The company's services enable it to prepare data at scale, meeting the demands of even the most ambitious AI projects. Appen also provides enterprises with software to collect, curate, fine-tune, and monitor traditionally human-driven tasks, creating massive efficiencies through a trustworthy, traceable process.

The website offers an AI-powered application called '哇喔相机' (Wow Camera) that allows users to take high-quality personalized photos with just one click. It automatically recognizes facial features, poses, and backgrounds to generate various types of photos such as ID photos, portrait photos, and more. Users can download the app to create different styles of photos for various purposes like job applications, academic qualifications, and travel documents. '哇喔相机' is designed to cater to users' diverse photography needs using advanced AI technology.

Fe/male Switch is a women-first startup game that offers a browser-based startup simulator experience. Players can assemble a team, create a startup with an investor and mentor, gain startup experience, win prizes, and get funded. The game aims to help individuals build their first startup, validate ideas, and overcome startup challenges. It provides a platform for aspiring entrepreneurs to test their entrepreneurial potential and learn essential business skills in a risk-free environment. Fe/male Switch features a unique Gamepreneurship methodology, AI co-founder support, and educational resources to guide players through the startup building process.

CrawlQ AI is an advanced AI tool designed to empower businesses with autonomous AI agents that understand and cater to their specific needs. It goes beyond traditional AI tools by offering personalized insights, content creation, and market research. The platform integrates top-tier AI LLMs for various tasks, allowing users to select the ideal model for their use case. CrawlQ AI is a partner in achieving holistic business growth, combining cutting-edge technology with a deep understanding of human potential.

Rep AI is an eCommerce shopping assistant that offers AI sales chatbot solutions for Shopify merchants. The AI chatbot transforms conversations into revenue growth, reduces support tickets, and provides shopper intelligence. It guides and supports shoppers, boosts sales, resolves inquiries, and delivers data-driven insights for an optimized shopping experience. Rep AI is designed to assist and guide shoppers at every step, sell while merchants sleep with the Shopify AI sales chatbot, and provide personalized recommendations. It helps in converting browsers into buyers, offers behavioral AI magic, and assists with product navigation and checkout. The application has been praised by various brands for its ability to increase conversions, provide personalized support, and enhance customer interactions.

Roam Around is the ultimate AI travel planner that helps users craft hyper-customized travel plans. With Roam Around, users can say goodbye to the hassle of planning and start exploring the world with ease. The platform is trusted by over 85,967 users and offers a simple pricing model based on travel tokens. Users can add their own constraints and requirements to customize a plan that works well for them, whether it's a pet-friendly trip to London, a budget-friendly getaway to Jaipur, or a jam-packed adventure in Europe. Roam Around aims to unlock happiness, seize opportunity, and embrace adventure for travelers of all kinds.

Let's Trip is an AI-powered trip planner that creates unforgettable itineraries tailored to your preferences. Simply tell the AI your dream destination, and it will expertly craft a personalized route for you. The platform offers a complimentary and ad-free experience during Beta, with the option to explore advanced features using the premium AI model. Let's Trip focuses on providing authentic and unique travel experiences while allowing users to customize every aspect of their trip, from locations to music selection.

Roam Around is the ultimate AI travel planner that helps users craft hyper-customized travel plans effortlessly. With Roam Around, users can say goodbye to the hassle of planning and start exploring their dream destinations. The application is trusted by over 61,232 users and offers a simple pricing model based on travel tokens. Users can add their own constraints and requirements to customize a plan that works well for them, whether it's a pet-friendly trip, budget-friendly vacation, honeymoon, family trip, or solo adventure. Roam Around stands out from other travel planners with its user-friendly interface, personalized recommendations, and quick trip planning capabilities.

This Campsite Does Not Exist is an AI-generated campsite platform that creates virtual campsites using the Flux-Pro model. Users can view random, top, and new 100% AI-generated campsites featuring grey and orange tents located in various settings. The platform allows users to upvote their favorite campsites, with new campsites added hourly. Created by Andy Feliciotti, the website offers a unique experience for camping enthusiasts to explore virtual campsites in different locations.

StarCoder2-Instruct is an open-source pipeline that introduces StarCoder2-15B-Instruct-v0.1, a self-aligned code Large Language Model (LLM) trained with a fully permissive and transparent pipeline. It generates instruction-response pairs to fine-tune StarCoder-15B without human annotations or data from proprietary LLMs. The tool is primarily finetuned for Python code generation tasks that can be verified through execution, with potential biases and limitations. Users can provide response prefixes or one-shot examples to guide the model's output. The model may have limitations with other programming languages and out-of-domain coding tasks.

Backtrack Sampler is a framework for experimenting with custom sampling algorithms that can backtrack the latest generated tokens. It provides a simple and easy-to-understand codebase for creating new sampling strategies. Users can implement their own strategies by creating new files in the `/strategy` directory. The repo includes examples for usage with llama.cpp and transformers, showcasing different strategies like Creative Writing, Anti-slop, Debug, Human Guidance, Adaptive Temperature, and Replace. The goal is to encourage experimentation and customization of backtracking algorithms for language models.

GPTQModel is an easy-to-use LLM quantization and inference toolkit based on the GPTQ algorithm. It provides support for weight-only quantization and offers features such as dynamic per layer/module flexible quantization, sharding support, and auto-heal quantization errors. The toolkit aims to ensure inference compatibility with HF Transformers, vLLM, and SGLang. It offers various model supports, faster quant inference, better quality quants, and security features like hash check of model weights. GPTQModel also focuses on faster quantization, improved quant quality as measured by PPL, and backports bug fixes from AutoGPTQ.

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

Easily integrate Large Language Models into your Python code. Simply use the `@prompt` and `@chatprompt` decorators to create functions that return structured output from the LLM. Mix LLM queries and function calling with regular Python code to create complex logic.

This repository focuses on test-time computing, exploring various strategies such as test-time adaptation, modifying the input, editing the representation, calibrating the output, test-time reasoning, and search strategies. It covers topics like self-supervised test-time training, in-context learning, activation steering, nearest neighbor models, reward modeling, and multimodal reasoning. The repository provides resources including papers and code for researchers and practitioners interested in enhancing the reasoning capabilities of large language 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.

The 'create-million-parameter-llm-from-scratch' repository provides a detailed guide on creating a Large Language Model (LLM) with 2.3 million parameters from scratch. The blog replicates the LLaMA approach, incorporating concepts like RMSNorm for pre-normalization, SwiGLU activation function, and Rotary Embeddings. The model is trained on a basic dataset to demonstrate the ease of creating a million-parameter LLM without the need for a high-end GPU.

LangChain.dart is a Dart port of the popular LangChain Python framework created by Harrison Chase. LangChain provides a set of ready-to-use components for working with language models and a standard interface for chaining them together to formulate more advanced use cases (e.g. chatbots, Q&A with RAG, agents, summarization, extraction, etc.). The components can be grouped into a few core modules: * **Model I/O:** LangChain offers a unified API for interacting with various LLM providers (e.g. OpenAI, Google, Mistral, Ollama, etc.), allowing developers to switch between them with ease. Additionally, it provides tools for managing model inputs (prompt templates and example selectors) and parsing the resulting model outputs (output parsers). * **Retrieval:** assists in loading user data (via document loaders), transforming it (with text splitters), extracting its meaning (using embedding models), storing (in vector stores) and retrieving it (through retrievers) so that it can be used to ground the model's responses (i.e. Retrieval-Augmented Generation or RAG). * **Agents:** "bots" that leverage LLMs to make informed decisions about which available tools (such as web search, calculators, database lookup, etc.) to use to accomplish the designated task. The different components can be composed together using the LangChain Expression Language (LCEL).

CogAgent is an advanced intelligent agent model designed for automating operations on graphical interfaces across various computing devices. It supports platforms like Windows, macOS, and Android, enabling users to issue commands, capture device screenshots, and perform automated operations. The model requires a minimum of 29GB of GPU memory for inference at BF16 precision and offers capabilities for executing tasks like sending Christmas greetings and sending emails. Users can interact with the model by providing task descriptions, platform specifications, and desired output formats.

Tool-Ahead-of-Time (TAoT) is a Python package that enables tool calling for any model available through Langchain's ChatOpenAI library, even before official support is provided. It reformats model output into a JSON parser for tool calling. The package supports OpenAI and non-OpenAI models, following LangChain's syntax for tool calling. Users can start using the tool without waiting for official support, providing a more robust solution for tool calling.

Empirical is a tool that allows you to test different LLMs, prompts, and other model configurations across all the scenarios that matter for your application. With Empirical, you can run your test datasets locally against off-the-shelf models, test your own custom models and RAG applications, view, compare, and analyze outputs on a web UI, score your outputs with scoring functions, and run tests on CI/CD.

LLM Finetuning toolkit is a config-based CLI tool for launching a series of LLM fine-tuning experiments on your data and gathering their results. It allows users to control all elements of a typical experimentation pipeline - prompts, open-source LLMs, optimization strategy, and LLM testing - through a single YAML configuration file. The toolkit supports basic, intermediate, and advanced usage scenarios, enabling users to run custom experiments, conduct ablation studies, and automate fine-tuning workflows. It provides features for data ingestion, model definition, training, inference, quality assurance, and artifact outputs, making it a comprehensive tool for fine-tuning large language models.

Recommenders is a project under the Linux Foundation of AI and Data that assists researchers, developers, and enthusiasts in prototyping, experimenting with, and bringing to production a range of classic and state-of-the-art recommendation systems. The repository contains examples and best practices for building recommendation systems, provided as Jupyter notebooks. It covers tasks such as preparing data, building models using various recommendation algorithms, evaluating algorithms, tuning hyperparameters, and operationalizing models in a production environment on Azure. The project provides utilities to support common tasks like loading datasets, evaluating model outputs, and splitting training/test data. It includes implementations of state-of-the-art algorithms for self-study and customization in applications.

Guide to the cosmos with images, videos, and 3D universe model.

Bot that guides users in understanding the Cognitive-Theoretic Model of the Universe

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LangChain expert and guide, UPDATED FREQUENTLY 100%

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

All-encompassing guide for aspiring entertainers, covering creative and practical aspects.

A guide to selecting GPTs, subtly nudging for donations.

A playful, intuitive STEAM guide for young minds.

A blunt yet friendly guide for startup idea validation.

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A helpful guide for car buyers, focusing on potential issues with different car models.

A creative guide for generating and refining GPTs

Friendly and professional Keel schema guide

An LLM specialist aiding in learning and understanding LLMs.

Expert on LLM security risks, providing detailed, accurate advice.

Extensive guide for ChatGPT models. 🛈 This software is free and open-source; anyone can redistribute it and/or modify it.

Expert advice on how to balance the virtual with the traditional mode of teaching

DignityAI: The Ethical Intelligence GPT is an advanced AI model designed to prioritize human life and dignity, providing ethically-guided, intelligent responses for complex decision-making scenarios.

A practical guide for comparing TV models and specs.