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.

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.

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.

EV Intersection is a website dedicated to helping users find their next electric vehicle. The site provides detailed information on various electric vehicle models, including specifications such as range, price, motor type, acceleration, and horsepower. Users can easily compare different electric vehicles and filter them based on price range. Whether you are looking for a luxury electric sedan or a high-performance electric SUV, EV Intersection has you covered with comprehensive AI review summaries for each model.

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.

Rep AI is an AI-powered eCommerce shopping assistant and Shopify AI sales chatbot application that aims to boost website conversion rates and handle support requests efficiently. It utilizes Behavioral AI to engage visitors at the right moment, offers personalized guidance to shoppers, and generates sales even when users are not actively online. With features like AI product recommendations, multilingual support, and seamless integration with Shopify apps, Rep AI provides a comprehensive solution for online merchants to enhance customer interactions and drive revenue growth.

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.

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 a website that generates 100% AI-generated campsites using the Flux-Pro model. Users can view random, top, and new campsites, each described with unique features like a tan tent located at a paved campsite during nighttime with aurora borealis in the sky. The site is continuously updated with new campsites added every hour, allowing users to upvote their favorites and view the most popular ones. Created by Andy Feliciotti, the website offers a virtual camping experience in various locations, including the Great Sand Dunes National Park.

Mainstay is a Student Success Coaching platform that combines human-centered approaches with AI technology to guide learners towards success. The platform offers personalized success coaching for students, conversation co-pilots for staff, and conversation insights for institutional leaders. Mainstay focuses on enhancing empathy, fostering belonging, and addressing barriers to ensure success for all learners. The platform uses a SPARK Coaching Model and proven libraries of effective content to engage students quickly and efficiently. Mainstay aims to create deeper connections through technology and personalized messages with cultural relevance.

Mainstay is a Student Success Coaching platform that combines human-centered approaches with AI technology to guide learners towards success. The platform provides personalized success coaching for students, saves time for staff, and offers insights for institutional leaders to understand and respond to student needs instantly. Mainstay uses the Science of Coaching and the SPARK Coaching Model to elevate student and staff performance. The platform focuses on human connections, belonging, and success for all learners by addressing barriers and engaging students with cultural relevance and personalization.

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.

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 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).

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.

The llama-cpp-agent framework is a tool designed for easy interaction with Large Language Models (LLMs). Allowing users to chat with LLM models, execute structured function calls and get structured output (objects). It provides a simple yet robust interface and supports llama-cpp-python and OpenAI endpoints with GBNF grammar support (like the llama-cpp-python server) and the llama.cpp backend server. It works by generating a formal GGML-BNF grammar of the user defined structures and functions, which is then used by llama.cpp to generate text valid to that grammar. In contrast to most GBNF grammar generators it also supports nested objects, dictionaries, enums and lists of them.

Home LLM is a project that provides the necessary components to control your Home Assistant installation with a completely local Large Language Model acting as a personal assistant. The goal is to provide a drop-in solution to be used as a "conversation agent" component by Home Assistant. The 2 main pieces of this solution are Home LLM and Llama Conversation. Home LLM is a fine-tuning of the Phi model series from Microsoft and the StableLM model series from StabilityAI. The model is able to control devices in the user's house as well as perform basic question and answering. The fine-tuning dataset is a custom synthetic dataset designed to teach the model function calling based on the device information in the context. Llama Conversation is a custom component that exposes the locally running LLM as a "conversation agent" in Home Assistant. This component can be interacted with in a few ways: using a chat interface, integrating with Speech-to-Text and Text-to-Speech addons, or running the oobabooga/text-generation-webui project to provide access to the LLM via an API interface.

LLM-Blender is a framework for ensembling large language models (LLMs) to achieve superior performance. It consists of two modules: PairRanker and GenFuser. PairRanker uses pairwise comparisons to distinguish between candidate outputs, while GenFuser merges the top-ranked candidates to create an improved output. LLM-Blender has been shown to significantly surpass the best LLMs and baseline ensembling methods across various metrics on the MixInstruct benchmark dataset.

Garak is a free tool that checks if a Large Language Model (LLM) can be made to fail in a way that is undesirable. It probes for hallucination, data leakage, prompt injection, misinformation, toxicity generation, jailbreaks, and many other weaknesses. Garak's a free tool. We love developing it and are always interested in adding functionality to support applications.

llama.cpp is a C++ implementation of LLaMA, a large language model from Meta. It provides a command-line interface for inference and can be used for a variety of tasks, including text generation, translation, and question answering. llama.cpp is highly optimized for performance and can be run on a variety of hardware, including CPUs, GPUs, and TPUs.

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

PIXIU is a project designed to support the development, fine-tuning, and evaluation of Large Language Models (LLMs) in the financial domain. It includes components like FinBen, a Financial Language Understanding and Prediction Evaluation Benchmark, FIT, a Financial Instruction Dataset, and FinMA, a Financial Large Language Model. The project provides open resources, multi-task and multi-modal financial data, and diverse financial tasks for training and evaluation. It aims to encourage open research and transparency in the financial NLP field.

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

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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.