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Answer.AI is a practical AI R&D lab that creates end-user products based on foundational research breakthroughs. They focus on creating practical solutions and products using AI technologies. The lab aims to bridge the gap between theoretical research and real-world applications by developing innovative AI solutions.

Task Hub AI is a community-driven platform dedicated to empowering users with the capabilities of artificial intelligence. It offers resources, support, and practical skills through its AI Academy to help users turn their AI ideas into real-world solutions. Users can collaborate with peers, share ideas, work on projects, and access a library of public AI endpoints. The platform caters to regular users, advanced users, and developers, providing customization options, developer API, and round-the-clock support. Task Hub AI aims to make AI accessible and practical for everyone, offering affordable pricing plans with varying usage limits.

IMAGINaiTION is a company that uses artificial intelligence (AI) to create solutions for real-world problems. They believe that AI can be used to make the world a more inclusive and equitable place. One of their projects is a Mobile App Accessibility Audit Tool that uses AI to analyze mobile apps and identify areas where accessibility can be improved. This tool is designed to help developers create more accessible apps that can be used by everyone, regardless of their abilities.

Blue River Technology is a company that creates intelligent machinery for agriculture. They use computer vision, machine learning, and robotics to create solutions that help farmers improve yields and minimize their environmental impact. The company is committed to creating a people-first culture where everyone has a common mission: to solve monumental challenges in agriculture.

CeylonAI is a platform that offers a Project Starter Kit for Generative AI SaaS Applications. It provides tools and resources for undergraduate students to create SaaS applications. The platform aims to empower students to develop AI-powered solutions and gain practical experience in the field of artificial intelligence.

Kolega.ai is an AI-powered platform that offers enterprise applications without the need for coding. It provides a user-friendly interface for businesses to create custom solutions tailored to their needs. With Kolega.ai, companies can achieve results without the dependency on developers, making it a versatile and efficient tool for various industries.

HatchWorks is an AI development partner that specializes in building AI-native solutions and using AI to enhance software development processes. The company offers services such as Gen AI Product Development, Data & AI/ML Software Development, Product Strategy, and UX & UI Design. HatchWorks leverages cutting-edge technologies like Generative AI, Machine Learning, and AI-Powered Software Development to deliver custom software solutions efficiently. The company's proprietary Generative-Driven Development™ methodology enables faster software development, increased productivity, and cost-effectiveness. HatchWorks is trusted by leading brands for delivering exceptional AI-driven outcomes and impactful solutions.

Neota is a no-code development platform that empowers individuals to build bespoke solutions without writing a single line of code. It offers a wide range of capabilities and features to streamline processes, automate documents, and accelerate time-to-market. Neota integrates seamlessly with existing tools, provides visually stunning user experiences, and ensures security with international certifications. The platform harnesses AI for practical business automation solutions and caters to various roles like Legal Operations, Insurance, and Human Resources. Neota is trusted globally and has a decade of experience in supporting teams to accomplish more with less.

The website is a platform offering generative AI insights, technology, and applications for enterprise solutions. It provides expertise and perspectives to create impactful solutions across various industries such as healthcare, pharmaceuticals, biotech, and more. The platform offers end-to-end solutions for healthcare R&D innovation, digital health, and personalized buying experiences. It also focuses on AI & Analytics, digital transformation, life sciences R&D, marketing strategies, sales effectiveness, and value strategy. The website aims to help businesses leverage generative AI to drive productivity, make better decisions, and achieve tangible outcomes.

Creatio is a no-code platform that offers automation of workflows and CRM solutions. It empowers organizations to streamline business processes through the use of no-code and AI technologies. Creatio provides tools for building applications, managing customer relationships, marketing, sales, and service operations. With a composable architecture and visual designers, Creatio enables users to create custom solutions without the need for coding skills. The platform caters to various industries such as banking, insurance, telecommunications, and more, offering ready-to-use processes and unlimited customization options.

Grand Studio is an AI design studio that specializes in UX design, digital products, strategy, and research. They use design thinking to tackle complex challenges and create innovative solutions for their partners. Their services include service design, qualitative research, product design and strategy, UX/UI design, and conversation design. Grand Studio aims to turn complexity into clarity by designing products, systems, and services that help users succeed. They work with a variety of partners across different industries to bring unique visions to life.

Prem is an AI platform that empowers developers and businesses to build and fine-tune generative AI models with ease. It offers a user-friendly development platform for developers to create AI solutions effortlessly. For businesses, Prem provides tailored model fine-tuning and training to meet unique requirements, ensuring data sovereignty and ownership. Trusted by global companies, Prem accelerates the advent of sovereign generative AI by simplifying complex AI tasks and enabling full control over intellectual capital. With a suite of foundational open-source SLMs, Prem supercharges business applications with cutting-edge research and customization options.

STRATxAI is an AI-powered platform that offers custom-built model portfolios for forward-thinking investors. The platform collaborates closely with clients to create bespoke solutions tailored to their unique needs, preferences, and risk profiles. By leveraging artificial intelligence, STRATxAI aims to deliver adaptive multi-factor portfolios that consistently generate superior risk-adjusted returns, enabling investment professionals to drive better client outcomes and excel in today's market.

KNIME is a data science platform that enables users to analyze, blend, transform, model, visualize, and deploy data science solutions without coding. It provides a range of features and advantages for business and domain experts, data experts, end users, and MLOps & IT professionals across various industries and departments.

Turing AI is a cloud-based video security system powered by artificial intelligence. It offers a range of AI-powered video surveillance products and solutions to enhance safety, security, and operations. The platform provides smart video search capabilities, real-time alerts, instant video sharing, and hardware offerings compatible with various cameras. With flexible licensing options and integration with third-party devices, Turing AI is trusted by customers across industries for its robust and innovative approach to cloud video security.

QuData is an AI and ML solutions provider that helps businesses enhance their value through AI/ML implementation, product design, QA, and consultancy services. They offer a range of services including ChatGPT integration, speech synthesis, speech recognition, image analysis, text analysis, predictive analytics, big data analysis, innovative research, and DevOps solutions. QuData has extensive experience in machine learning and artificial intelligence, enabling them to create high-quality solutions for specific industries, helping customers save development costs and achieve their business goals.

SweetRush is a corporate training and eLearning company that provides custom learning solutions, talent solutions, XR immersive tech for learning, voiceover services, and support for nonprofits. They specialize in creating engaging and effective learning programs that help businesses thrive. SweetRush has been recognized for its excellence in learning and development, winning numerous awards for its innovative and impactful work.

Scade.pro is an AI tool that enables users to turn AI into revenue and new projects without coding. It simplifies AI with a no-code platform, providing access to top AI tools, connectors, and triggers for seamless AI integration. With a unified API, users can build and scale AI apps and features faster, leveraging over 1,500 AI models. The platform offers templates for virtual fitting rooms, prompt generators, summarizers, video face swaps, and more, making it easy to create AI-driven solutions. Scade.pro is backed by a subscription model that includes access to top AI tools, GPU, and cloud servers at an affordable price, eliminating the need for multiple subscriptions.

Reimagine AI is an AI creative studio that specializes in building unique AI experiences bridging the gap between AI and human experiences. They offer immersive multimedia experiences like Lucy AI, MEMRY, and virtual companions for healthcare. The studio collaborates with various organizations to create AI-powered solutions and virtual beings for different purposes. Reimagine AI aims to spark imagination and dreams about the future through their innovative AI technologies.

Jekka is an AI-powered platform that helps businesses automate their workflows and processes. It offers a range of features, including natural language processing, machine learning, and computer vision, that can be used to create custom AI solutions. Jekka is designed to be easy to use, even for those with no prior experience with AI. It provides a drag-and-drop interface that makes it simple to create and deploy AI models.

NodeTool is a platform designed for AI enthusiasts, developers, and creators, providing a visual interface to access a variety of AI tools and models. It simplifies access to advanced AI technologies, offering resources for content creation, data analysis, automation, and more. With features like a visual editor, seamless integration with leading AI platforms, model manager, and API integration, NodeTool caters to both newcomers and experienced users in the AI field.

This repository contains a hand-curated list of great machine (deep) learning resources for Natural Language Processing (NLP) with a focus on Generative Pre-trained Transformer (GPT), Bidirectional Encoder Representations from Transformers (BERT), attention mechanism, Transformer architectures/networks, Chatbot, and transfer learning in NLP.

LLMFlex is a python package designed for developing AI applications with local Large Language Models (LLMs). It provides classes to load LLM models, embedding models, and vector databases to create AI-powered solutions with prompt engineering and RAG techniques. The package supports multiple LLMs with different generation configurations, embedding toolkits, vector databases, chat memories, prompt templates, custom tools, and a chatbot frontend interface. Users can easily create LLMs, load embeddings toolkit, use tools, chat with models in a Streamlit web app, and serve an OpenAI API with a GGUF model. LLMFlex aims to offer a simple interface for developers to work with LLMs and build private AI solutions using local resources.

This GitHub repository provides support for developers, partners, and customers to create advanced GenAI solutions on SAP Business Technology Platform (SAP BTP) following the Reference Architecture. It includes examples on integrating Foundation Models and Large Language Models via Generative AI Hub, using LangChain in CAP, and implementing advanced techniques like Retrieval Augmented Generation (RAG) through embeddings and SAP HANA Cloud's Vector Engine for enhanced value in customer support scenarios.

Craftgen.ai is an innovative AI platform designed for both technical and non-technical users. It's built on a foundation of graph architecture for scalability and the Actor Model for efficient concurrent operations, tailored to both technical and non-technical users. A key aspect of Craftgen.ai is its modular AI approach, allowing users to assemble and customize AI components like building blocks to fit their specific needs. The platform's robustness is enhanced by its event-driven architecture, ensuring reliable data processing and featuring browser web technologies for universal access. Craftgen.ai excels in dynamic tool and workflow generation, with strong offline capabilities for secure environments and plans for desktop application integration. A unique and valuable feature of Craftgen.ai is its marketplace, where users can access a variety of pre-built AI solutions. This marketplace accelerates the deployment of AI tools but also fosters a community of sharing and innovation. Users can contribute to and leverage this repository of solutions, enhancing the platform's versatility and practicality. Craftgen.ai uses JSON schema for industry-standard alignment, enabling seamless integration with any API following the OpenAPI spec. This allows for a broad range of applications, from automating data analysis to streamlining content management. The platform is designed to bridge the gap between advanced AI technology and practical usability. It's a flexible, secure, and intuitive platform that empowers users, from developers seeking to create custom AI solutions to businesses looking to automate routine tasks. Craftgen.ai's goal is to make AI technology an integral, seamless part of everyday problem-solving and innovation, providing a platform where modular AI and a thriving marketplace converge to meet the diverse needs of its users.

Azure OpenAI Service provides REST API access to OpenAI's powerful language models including GPT-3, Codex and Embeddings. Users can easily adapt models for content generation, summarization, semantic search, and natural language to code translation. The workshop covers basics, prompt engineering, common NLP tasks, generative tasks, conversational dialog, and learning methods. It guides users to build applications with PowerApp, query SQL data, create data pipelines, and work with proprietary datasets. Target audience includes Power Users, Software Engineers, Data Scientists, and AI architects and Managers.

LLMOps with Prompt flow is a template and guidance for building LLM-infused apps using Prompt flow. It provides centralized code hosting, lifecycle management, variant and hyperparameter experimentation, A/B deployment, many-to-many dataset/flow relationships, multiple deployment targets, comprehensive reporting, BYOF capabilities, configuration-based development, local prompt experimentation and evaluation, endpoint testing, and optional Human-in-loop validation. The tool is customizable to suit various application needs.

AI-For-Beginners is a comprehensive 12-week, 24-lesson curriculum designed by experts at Microsoft to introduce beginners to the world of Artificial Intelligence (AI). The curriculum covers various topics such as Symbolic AI, Neural Networks, Computer Vision, Natural Language Processing, Genetic Algorithms, and Multi-Agent Systems. It includes hands-on lessons, quizzes, and labs using popular frameworks like TensorFlow and PyTorch. The focus is on providing a foundational understanding of AI concepts and principles, making it an ideal starting point for individuals interested in AI.

Alice is an agentic workflow framework that integrates task execution and intelligent chat capabilities. It provides a flexible environment for creating, managing, and deploying AI agents for various purposes, leveraging a microservices architecture with MongoDB for data persistence. The framework consists of components like APIs, agents, tasks, and chats that interact to produce outputs through files, messages, task results, and URL references. Users can create, test, and deploy agentic solutions in a human-language framework, making it easy to engage with by both users and agents. The tool offers an open-source option, user management, flexible model deployment, and programmatic access to tasks and chats.

The Arc project aims to leverage Kotlin DSL and Kotlin Scripting to create a language optimized for developing LLM powered solutions. It provides a framework for building projects using Kotlin and offers documentation for guidance. The project follows the Contributor Covenant code of conduct and is licensed under Apache License, Version 2.0 by Deutsche Telekom AG. It adheres to the REUSE standard for software licensing, ensuring proper copyright and license information in each file.

The Arc project aims to leverage Kotlin DSL and Kotlin Scripting to create a language optimized for developing LLM powered solutions. It provides a framework for building projects using Kotlin and offers documentation and examples for implementation. The project follows the Contributor Covenant code of conduct and is licensed under Apache License 2.0 by Deutsche Telekom AG, adhering to the REUSE standard for software licensing.

Peter Cat is an intelligent Q&A chatbot solution designed for community maintainers and developers. It provides a conversational Q&A agent configuration system, self-hosting deployment solutions, and a convenient integrated application SDK. Users can easily create intelligent Q&A chatbots for their GitHub repositories and quickly integrate them into various official websites or projects to provide more efficient technical support for the community.

The AWS Generative AI Constructs Library is an open-source extension of the AWS Cloud Development Kit (AWS CDK) that provides multi-service, well-architected patterns for quickly defining solutions in code to create predictable and repeatable infrastructure, called constructs. The goal of AWS Generative AI CDK Constructs is to help developers build generative AI solutions using pattern-based definitions for their architecture. The patterns defined in AWS Generative AI CDK Constructs are high level, multi-service abstractions of AWS CDK constructs that have default configurations based on well-architected best practices. The library is organized into logical modules using object-oriented techniques to create each architectural pattern model.

This repository provides a guide for setting up tools for crewAI agents to enhance functionality. It offers steps to equip agents with ready-to-use tools and create custom ones. Tools are expected to return strings for generating responses. Users can create tools by subclassing BaseTool or using the tool decorator. Contributions are welcome to enrich the toolset, and guidelines are provided for contributing. The development setup includes installing dependencies, activating virtual environment, setting up pre-commit hooks, running tests, static type checking, packaging, and local installation. The goal is to empower AI solutions through advanced tooling.

WP-Autoplugin is a free WordPress plugin that uses AI to assist in generating, fixing, and extending plugins on-demand. It enables users to quickly create functional plugins from simple descriptions, addressing specific needs without unnecessary bloat. Users can generate plugins using AI, fix and extend existing plugins, have full control over the generation process, view the list of generated plugins for easy management, and auto-detect fatal errors. The plugin offers practical solutions for creating lightweight alternatives, custom solutions, and developer foundations. It supports various AI models like GPT-3.5 Turbo, GPT-4, Claude 3.5 Sonnet, Google Gemini Flash 2.0, xAI Grok-beta, and more. WP-Autoplugin is completely free, open-source, privacy-focused, and allows users to bring their own API key for AI usage.

SwarmGo is a Go package designed to create AI agents capable of interacting, coordinating, and executing tasks. It focuses on lightweight agent coordination and execution, offering powerful primitives like Agents and handoffs. SwarmGo enables building scalable solutions with rich dynamics between tools and networks of agents, all while keeping the learning curve low. It supports features like memory management, streaming support, concurrent agent execution, LLM interface, and structured workflows for organizing and coordinating multiple agents.

The crewAI Tools repository provides a guide for setting up tools for crewAI agents, enabling the creation of custom tools to enhance AI solutions. Tools play a crucial role in improving agent functionality. The guide explains how to equip agents with a range of tools and how to create new tools. Tools are designed to return strings for generating responses. There are two main methods for creating tools: subclassing BaseTool and using the tool decorator. Contributions to the toolset are encouraged, and the development setup includes steps for installing dependencies, activating the virtual environment, setting up pre-commit hooks, running tests, static type checking, packaging, and local installation. Enhance AI agent capabilities with advanced tooling.

Large Language Models (LLM) are used to browse the Wolfram directory and associated URLs to create the category structure and good word embeddings. The goal is to generate enriched prompts for GPT, Wikipedia, Arxiv, Google Scholar, Stack Exchange, or Google search. The focus is on one subdirectory: Probability & Statistics. Documentation is in the project textbook `Projects4.pdf`, which is available in the folder. It is recommended to download the document and browse your local copy with Chrome, Edge, or other viewers. Unlike on GitHub, you will be able to click on all the links and follow the internal navigation features. Look for projects related to NLP and LLM / xLLM. The best starting point is project 7.2.2, which is the core project on this topic, with references to all satellite projects. The project textbook (with solutions to all projects) is the core document needed to participate in the free course (deep tech dive) called **GenAI Fellowship**. For details about the fellowship, follow the link provided. An uncompressed version of `crawl_final_stats.txt.gz` is available on Google drive, which contains all the crawled data needed as input to the Python scripts in the XLLM5 and XLLM6 folders.

PremSQL is an open-source library designed to help developers create secure, fully local Text-to-SQL solutions using small language models. It provides essential tools for building and deploying end-to-end Text-to-SQL pipelines with customizable components, ideal for secure, autonomous AI-powered data analysis. The library offers features like Local-First approach, Customizable Datasets, Robust Executors and Evaluators, Advanced Generators, Error Handling and Self-Correction, Fine-Tuning Support, and End-to-End Pipelines. Users can fine-tune models, generate SQL queries from natural language inputs, handle errors, and evaluate model performance against predefined metrics. PremSQL is extendible for customization and private data usage.

The vscode-pddl extension provides comprehensive support for Planning Domain Description Language (PDDL) in Visual Studio Code. It enables users to model planning domains, validate them, industrialize planning solutions, and run planners. The extension offers features like syntax highlighting, auto-completion, plan visualization, plan validation, plan happenings evaluation, search debugging, and integration with Planning.Domains. Users can create PDDL files, run planners, visualize plans, and debug search algorithms efficiently within VS Code.

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