Best AI tools for< Understand Sources >

Paperguide is an AI Research Platform that offers an all-in-one solution for researchers and students to discover, read, write, manage research papers with ease. It provides AI-powered Reference Manager and Writing Assistant to help users understand papers, manage references, annotate/take notes, and supercharge their writing process. With features like AI Search, Instant Summaries, Effortless Annotations, and Flawless Citations, Paperguide aims to streamline the academic and research workflow for its users.

CatGPT is an AI tool designed to provide expert answers to all your cat-related questions. Created by Arpit Agarwal, CatGPT uses advanced language models to offer accurate and helpful information on various topics related to cats. Whether you need advice on cat care, behavior, or health, CatGPT is your go-to resource for reliable answers. With its user-friendly interface and comprehensive knowledge base, CatGPT aims to assist cat owners and enthusiasts in better understanding and caring for their feline companions.

BTCAura is a website that provides news and analysis on the Bitcoin market. It uses artificial intelligence to process hundreds of news stories from authoritative sources and prepares a summary with key insights for users. The website also provides market sentiment analysis, Bitcoin price forecasts, and insights into key events that may impact the Bitcoin market.

Aethera is a collaborative knowledge discovery platform that leverages advanced AI models to help teams and individuals understand documents, YouTube videos, and websites without the need to read them. It offers powerful features for organizing, personalizing, and discovering information, along with document management tools, multilingual support, and the ability to summarize and compare multiple documents. Aethera also allows users to create personalized AI assistants, chat with sets of documents using personas, and work collaboratively within organizations. The platform is designed to streamline knowledge discovery processes and boost productivity by providing tailored insights and summaries from various sources.

Nuclia is an AI-powered search engine that helps businesses unlock the value of their unstructured data. With Nuclia, businesses can quickly and easily search, analyze, and extract insights from their data, regardless of its format or location. Nuclia's AI capabilities include natural language processing, machine learning, and deep learning, which allow it to understand the context and meaning of data, and to generate human-like text and code. Nuclia is used by businesses of all sizes across a variety of industries, including financial services, healthcare, manufacturing, and retail.

Mercor is an AI-powered platform that matches candidates with elite job opportunities worldwide. It streamlines the job application process by allowing users to apply once and reach thousands of companies. Mercor leverages AI to understand users' skills and experiences, connecting them with roles that best fit their background and abilities. The platform also offers hiring solutions for companies, making the recruitment process efficient and compliant. Mercor aims to revolutionize the job market by utilizing AI technology for career advancement and talent acquisition.

Atlas is an AI browser extension designed to assist students in school. It provides accurate answers to questions related to class materials, offers real-time information, and scans multiple websites for direct answers. Atlas aims to help students score higher and reduce stress by providing cited responses from verified sources. It is a free tool that enhances browsing experience and acts as a reliable assistant for academic tasks.

AskLegal.bot is a free AI-powered legal assistant that provides instant answers to your legal questions. With our proprietary AI technology, we synthesize information from thousands of sources to offer tailored guidance that aligns with current laws and regulations. Our self-service document review tool helps you understand various legal documents, including rental agreements, employment contracts, service agreements, insurance policies, and more. AskLegal.bot is confidential and secure, ensuring the privacy of your discussions with top-tier data security and privacy measures.

Tome is an AI assistant for sales, designed to enhance sales teams' productivity and efficiency. It offers a new way to research accounts, providing a 360° view of every account, personalized outreach capabilities, and meeting preparation assistance. Tome is used by over 10,000 teams and is engineered to be a second brain for sales professionals, trained on value frameworks and sales data to gather strategic initiatives and understand customers in the Ideal Customer Profile (ICP). It leverages public web and internal data sources to extract valuable insights for sales teams.

Improvado is an AI-powered marketing analytics and intelligence platform that empowers enterprises and agencies to automate complex campaign reporting, make data-driven decisions, and leverage AI to optimize performance and drive ROI. It offers a range of features including data extraction, data ownership, data transformation, business data QA, instant intelligence, data sources, data warehouses, reporting tools, AI Agent, and more. Improvado's advantages include automating complex campaign reporting, enabling data-driven decision-making, leveraging AI for optimization, providing in-depth insights, offering advanced attribution, budget pacing, and ensuring security and compliance.

Narrative BI is a generative analytics platform designed for growth teams to automatically transform raw data into actionable narratives. It offers integrations with popular tools like Google Analytics, Google Ads, Facebook Ads, and more, providing users with AI-generated insights and alerts to optimize their marketing and advertising strategies. The platform aims to simplify data analysis and decision-making processes by condensing complex data into easy-to-understand information, enabling users to make informed decisions based on real-time data.

IdeaApe is an AI-powered market research tool that helps businesses understand their customers' wants and needs. By analyzing data from social media and other online sources, IdeaApe can identify patterns and sentiments, providing businesses with valuable insights that can help them make better decisions about their products, services, and marketing campaigns.

YouLearn is an AI-powered tutoring platform designed to help learners understand and learn from various types of content such as PDFs, videos, and slides. With features like instant answers, content upload, and sources included, YouLearn aims to simplify learning and improve knowledge retention. Trusted by over 110,000 learners worldwide, the platform offers a seamless learning experience by providing personalized AI tutoring services. Whether you are a student, professional, or lifelong learner, YouLearn is built to enhance your learning journey and make education more accessible and engaging.

Workbounce is an AI-powered Voice-of-Customer insights platform that helps businesses understand the 'why' behind their key performance indicators. By integrating data from various sources like CRM, call recordings, emails, and messaging tools, Workbounce uses advanced AI to analyze sentiment, detect uncertainty, identify key topics, and uncover trends. The platform provides deep insights to help businesses improve win rates, shorten sales cycles, and make informed decisions.

IKI AI is an intelligent knowledge interface that provides users with quick and easy access to information from a variety of sources. It uses natural language processing and machine learning to understand user queries and deliver relevant results. IKI AI can be used for a variety of tasks, including research, learning, and decision-making.

Qatalog is a business search engine that provides real-time access to data across various company systems and applications. It uses natural language processing and machine learning to understand user queries and deliver relevant results from multiple data sources. Qatalog eliminates the need to search through multiple systems and applications, saving employees time and improving productivity.

Fluent is an AI-powered data analytics platform that helps businesses explore their data and uncover insights. It uses natural language processing to understand user questions and generate SQL queries to retrieve data from a variety of sources. Fluent also provides visualizations and dashboards to help users understand their data and make informed decisions.

Mixpeek is a flexible vision understanding infrastructure that allows developers to analyze, search, and understand video and image content. It provides various methods such as scene embedding, face detection, audio transcription, text reading, and activity description. Mixpeek offers integration with data sources, indexing capabilities, and analysis of structured data for building AI-powered applications. The platform enables real-time synchronization, extraction, embedding, fine-tuning, and scaling of models for specific use cases. Mixpeek is designed to be seamlessly integrated into existing stacks, offering a range of integrations and easy-to-use API for developers.

Context is an AI-powered chat application designed to transform your existing knowledge base into an automated 24/7 tech support bot. It enables users to deflect inquiries, provide smart and precise responses, eliminate repetition, and understand user queries to enhance product documentation. With features like GPT-4 enabled responses, multi-source data import, teammate collaboration, citation of sources, and response ranking, Context aims to streamline customer support processes and improve user experience.

Zephyr 7B is a state-of-the-art language model developed by WebPilot.AI with 7 billion parameters. It can understand and generate human-like text with remarkable accuracy and coherence. The model is built upon the latest advancements in natural language processing and machine learning, trained on a vast corpus of text data from diverse sources. Zephyr 7B offers capabilities such as natural language understanding, text generation, language translation, text summarization, sentiment analysis, and question answering. It represents a significant advancement in natural language processing, making it a powerful tool for content creation, customer support, research, and more.

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.

The LLM RAG Workshop repository provides a workshop on using Large Language Models (LLMs) and Retrieval-Augmented Generation (RAG) to generate and understand text in a human-like manner. It includes instructions on setting up the environment, indexing Zoomcamp FAQ documents, creating a Q&A system, and using OpenAI for generation based on retrieved information. The repository focuses on enhancing language model responses with retrieved information from external sources, such as document databases or search engines, to improve factual accuracy and relevance of generated text.

The Artificial Intelligence Incident Database (AIID) is a collection of incidents involving the development and use of artificial intelligence (AI). The database is designed to help researchers, policymakers, and the public understand the potential risks and benefits of AI, and to inform the development of policies and practices to mitigate the risks and promote the benefits of AI. The AIID is a collaborative project involving researchers from the University of California, Berkeley, the University of Washington, and the University of Toronto.

db-ally is a library for creating natural language interfaces to data sources. It allows developers to outline specific use cases for a large language model (LLM) to handle, detailing the desired data format and the possible operations to fetch this data. db-ally effectively shields the complexity of the underlying data source from the model, presenting only the essential information needed for solving the specific use cases. Instead of generating arbitrary SQL, the model is asked to generate responses in a simplified query language.

MathVerse is an all-around visual math benchmark designed to evaluate the capabilities of Multi-modal Large Language Models (MLLMs) in visual math problem-solving. It collects high-quality math problems with diagrams to assess how well MLLMs can understand visual diagrams for mathematical reasoning. The benchmark includes 2,612 problems transformed into six versions each, contributing to 15K test samples. It also introduces a Chain-of-Thought (CoT) Evaluation strategy for fine-grained assessment of output answers.

README-AI is a developer tool that auto-generates README.md files using a combination of data extraction and generative AI. It streamlines documentation creation and maintenance, enhancing developer productivity. This project aims to enable all skill levels, across all domains, to better understand, use, and contribute to open-source software. It offers flexible README generation, supports multiple large language models (LLMs), provides customizable output options, works with various programming languages and project types, and includes an offline mode for generating boilerplate README files without external API calls.

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

Obsei is an open-source, low-code, AI powered automation tool that consists of an Observer to collect unstructured data from various sources, an Analyzer to analyze the collected data with various AI tasks, and an Informer to send analyzed data to various destinations. The tool is suitable for scheduled jobs or serverless applications as all Observers can store their state in databases. Obsei is still in alpha stage, so caution is advised when using it in production. The tool can be used for social listening, alerting/notification, automatic customer issue creation, extraction of deeper insights from feedbacks, market research, dataset creation for various AI tasks, and more based on creativity.

Ryoma is an AI Powered Data Agent framework that offers a comprehensive solution for data analysis, engineering, and visualization. It leverages cutting-edge technologies like Langchain, Reflex, Apache Arrow, Jupyter Ai Magics, Amundsen, Ibis, and Feast to provide seamless integration of language models, build interactive web applications, handle in-memory data efficiently, work with AI models, and manage machine learning features in production. Ryoma also supports various data sources like Snowflake, Sqlite, BigQuery, Postgres, MySQL, and different engines like Apache Spark and Apache Flink. The tool enables users to connect to databases, run SQL queries, and interact with data and AI models through a user-friendly UI called Ryoma Lab.

This repository serves as an educational resource for pharmaceutical and chemistry students to learn the basics of Deep Learning through a collection of Jupyter Notebooks. The content covers various topics such as Introduction to Jupyter, Python, Cheminformatics & RDKit, Linear Regression, Data Science, Linear Algebra, Neural Networks, PyTorch, Convolutional Neural Networks, Transfer Learning, Recurrent Neural Networks, Autoencoders, Graph Neural Networks, and Summary. The notebooks aim to provide theoretical concepts to understand neural networks through code completion, but instructors are encouraged to supplement with their own lectures. The work is licensed under a Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International License.

LLM Foundry is a codebase for training, finetuning, evaluating, and deploying LLMs for inference with Composer and the MosaicML platform. It is designed to be easy-to-use, efficient _and_ flexible, enabling rapid experimentation with the latest techniques. You'll find in this repo: * `llmfoundry/` - source code for models, datasets, callbacks, utilities, etc. * `scripts/` - scripts to run LLM workloads * `data_prep/` - convert text data from original sources to StreamingDataset format * `train/` - train or finetune HuggingFace and MPT models from 125M - 70B parameters * `train/benchmarking` - profile training throughput and MFU * `inference/` - convert models to HuggingFace or ONNX format, and generate responses * `inference/benchmarking` - profile inference latency and throughput * `eval/` - evaluate LLMs on academic (or custom) in-context-learning tasks * `mcli/` - launch any of these workloads using MCLI and the MosaicML platform * `TUTORIAL.md` - a deeper dive into the repo, example workflows, and FAQs

This repository provides a curated list of papers, datasets, and resources related to the detection and mitigation of hallucinations in large language models (LLMs). Hallucinations refer to the generation of factually incorrect or nonsensical text by LLMs, which can be a significant challenge for their use in real-world applications. The resources in this repository aim to help researchers and practitioners better understand and address this issue.

SynapseML (previously known as MMLSpark) is an open-source library that simplifies the creation of massively scalable machine learning (ML) pipelines. It provides simple, composable, and distributed APIs for various machine learning tasks such as text analytics, vision, anomaly detection, and more. Built on Apache Spark, SynapseML allows seamless integration of models into existing workflows. It supports training and evaluation on single-node, multi-node, and resizable clusters, enabling scalability without resource wastage. Compatible with Python, R, Scala, Java, and .NET, SynapseML abstracts over different data sources for easy experimentation. Requires Scala 2.12, Spark 3.4+, and Python 3.8+.

HolmesGPT is an open-source DevOps assistant powered by OpenAI or any tool-calling LLM of your choice. It helps in troubleshooting Kubernetes, incident response, ticket management, automated investigation, and runbook automation in plain English. The tool connects to existing observability data, is compliance-friendly, provides transparent results, supports extensible data sources, runbook automation, and integrates with existing workflows. Users can install HolmesGPT using Brew, prebuilt Docker container, Python Poetry, or Docker. The tool requires an API key for functioning and supports OpenAI, Azure AI, and self-hosted LLMs.

FoundationaLLM is a platform designed for deploying, scaling, securing, and governing generative AI in enterprises. It allows users to create AI agents grounded in enterprise data, integrate REST APIs, experiment with large language models, centrally manage AI agents and assets, deploy scalable vectorization data pipelines, enable non-developer users to create their own AI agents, control access with role-based access controls, and harness capabilities from Azure AI and Azure OpenAI. The platform simplifies integration with enterprise data sources, provides fine-grain security controls, load balances across multiple endpoints, and is extensible to new data sources and orchestrators. FoundationaLLM addresses the need for customized copilots or AI agents that are secure, licensed, flexible, and suitable for enterprise-scale production.

Reinforcement Learning from AI Feedback (RLAIF) is a concept that describes a type of machine learning approach where **an AI agent learns by receiving feedback or guidance from another AI system**. This concept is closely related to the field of Reinforcement Learning (RL), which is a type of machine learning where an agent learns to make a sequence of decisions in an environment to maximize a cumulative reward. In traditional RL, an agent interacts with an environment and receives feedback in the form of rewards or penalties based on the actions it takes. It learns to improve its decision-making over time to achieve its goals. In the context of Reinforcement Learning from AI Feedback, the AI agent still aims to learn optimal behavior through interactions, but **the feedback comes from another AI system rather than from the environment or human evaluators**. This can be **particularly useful in situations where it may be challenging to define clear reward functions or when it is more efficient to use another AI system to provide guidance**. The feedback from the AI system can take various forms, such as: - **Demonstrations** : The AI system provides demonstrations of desired behavior, and the learning agent tries to imitate these demonstrations. - **Comparison Data** : The AI system ranks or compares different actions taken by the learning agent, helping it to understand which actions are better or worse. - **Reward Shaping** : The AI system provides additional reward signals to guide the learning agent's behavior, supplementing the rewards from the environment. This approach is often used in scenarios where the RL agent needs to learn from **limited human or expert feedback or when the reward signal from the environment is sparse or unclear**. It can also be used to **accelerate the learning process and make RL more sample-efficient**. Reinforcement Learning from AI Feedback is an area of ongoing research and has applications in various domains, including robotics, autonomous vehicles, and game playing, among others.

VulcanSQL is an Analytical Data API Framework for AI agents and data apps. It aims to help data professionals deliver RESTful APIs from databases, data warehouses or data lakes much easier and secure. It turns your SQL into APIs in no time!

The 'llms-tools' repository is a comprehensive collection of AI tools, open-source projects, and research related to Large Language Models (LLMs) and Chatbots. It covers a wide range of topics such as AI in various domains, open-source models, chats & assistants, visual language models, evaluation tools, libraries, devices, income models, text-to-image, computer vision, audio & speech, code & math, games, robotics, typography, bio & med, military, climate, finance, and presentation. The repository provides valuable resources for researchers, developers, and enthusiasts interested in exploring the capabilities of LLMs and related technologies.

This repository is a comprehensive guide for individuals looking to start and improve their skills in Large Language Models (LLMs) without an advanced background in the field. It provides free resources, online courses, books, articles, and practical tips to become an expert in machine learning. The guide covers topics such as terminology, transformers, prompting, retrieval augmented generation (RAG), and more. It also includes recommendations for podcasts, YouTube videos, and communities to stay updated with the latest news in AI and LLMs.

This repository focuses on organizing resources for building synthetic datasets using large language models. It covers important datasets, libraries, tools, tutorials, and papers related to synthetic data generation. The goal is to provide pragmatic and practical resources for individuals interested in creating synthetic datasets for machine learning applications.

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