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The OR Society is a professional membership body that supports the development of people working in operational research, data science, and analytics. The society provides a range of services to its members, including access to world-class journals, events and conferences, training courses, and pro bono opportunities. The OR Society also works to promote the use of operational research in all areas of industry, business, government, the community, and the third sector.

EqualWeb is a web accessibility tool that offers a range of solutions to ensure full compliance with accessibility standards such as ADA and WCAG 2.2. It provides powerful AI remediation tools, monitoring, auditing, consulting, translations, and training services to help websites become accessible to all users, regardless of disabilities. EqualWeb aims to make web accessibility easy and efficient for businesses of all sizes and platforms, offering a hybrid solution that combines Auto AI technology with expert manual remediation.

Spark is a leading AI consultancy specializing in providing AI coaching, consultancy, workshops, and training for creative and marketing teams. They offer AI training for both teams and individuals, helping them adopt AI to enhance creativity, streamline processes, and stay competitive. Spark also provides essential insights on AI in creative agencies through reports and client stories, showcasing the benefits of embracing AI in workflows. The platform aims to empower creative businesses and teams to embrace generative AI with confidence, offering practical courses and resources to future-proof businesses in a world with AI.

Human Driven AI is a leading AI consulting and optimization service provider that empowers businesses to leverage the power of AI for automation, innovation, and transformation. They offer custom team trainings, consulting services, and product development to help organizations stay ahead of the curve in today's competitive landscape. With a focus on ethical and responsible AI implementation, Human Driven AI ensures that businesses use Generative AI effectively to drive efficiency, creativity, and engagement. Their proven TDC Method guarantees responsible AI usage, while their tailored service levels cater to every stage of AI adoption.

Seedbox is an AI-based solution provider that crafts custom AI solutions to address specific challenges and boost businesses. They offer tailored AI solutions, state-of-the-art corporate innovation methods, high-performance computing infrastructure, secure and cost-efficient AI services, and maintain the highest security standards. Seedbox's expertise covers in-depth AI development, UX/UI design, and full-stack development, aiming to increase efficiency and create sustainable competitive advantages for their clients.

Atlanta Voiceover Studio is a professional voiceover training and recording studio based in Atlanta, GA. They offer a wide range of workshops and classes for voiceover artists of all levels, from beginners to experienced professionals. The studio provides training in various aspects of voiceover work, including animation, commercial voiceover, audiobook narration, and more. In addition to training, they also offer services such as auditions, demos, and business coaching to help voiceover artists succeed in the industry.

MIT Sloan Teaching & Learning Technologies connects MIT Sloan to research-driven best practices, resources, and training in instructional technology and design. They help the community make an impact in the classroom and beyond. They offer various services such as trainings, practice sessions, how-to guides, consultations, and a teaching studio. Their latest news and announcements include supporting learning with AI-generated images, providing students with access to Microsoft Copilot, and making Microsoft Copilot available for faculty and staff.

BodBot is an AI-powered personal trainer, nutritionist, and coach that provides personalized workout plans and nutrition guidance tailored to individual goals, progress, and body. The application utilizes advanced AI algorithms to analyze user data, offer data-driven fitness insights, and adapt workouts based on individual needs and preferences. BodBot offers a wide range of features, including step-by-step workout guidance, data-driven fitness tracking, muscle-building precision, intelligent workout planning, joint-friendly exercises, and AI-powered nutrition planning. With a focus on customization, adaptability, and user-friendly experience, BodBot aims to revolutionize the way users approach health and fitness.

Therapartners is an AI-powered platform that redefines psychological counseling by providing a range of core services. It offers AI session transcript generation, AI session reports, AI session analysis, and an AI partner for real-time support. The platform aims to save therapists valuable time by automating tasks such as transcription and report generation, while also providing in-depth insights and support for counseling techniques and ethical challenges. Therapartners supports both Chinese and English languages, making it accessible to a wider audience of therapists worldwide.

Akadimia Ai is an AI-powered platform designed to provide users with a range of educational resources and tools. The platform leverages artificial intelligence to offer personalized learning experiences, interactive tutorials, and assessments. Users can access a variety of courses, quizzes, and study materials tailored to their individual needs and learning preferences. Akadimia Ai aims to enhance the learning process by offering adaptive content recommendations and progress tracking features. Whether you are a student looking to improve your academic performance or a professional seeking to acquire new skills, Akadimia Ai offers a comprehensive learning solution to help you achieve your goals.

EvolveLab is a digital solutions provider specializing in BIM management and app development for the AEC (Architecture, Engineering, and Construction) industry. They offer a range of powerful apps and services designed to empower architects, engineers, and contractors to streamline their workflows and bring their ideas to life more efficiently. With a focus on data-driven design and AI technology, EvolveLab's innovative tools help users enhance productivity and turn concepts into reality.

Hidden Layers AI is a consultancy and training company specializing in Generative AI for businesses. They offer services such as AI training, business assessments, and implementation to help organizations harness the power of AI efficiently. The company stands out for its expertise in seamlessly integrating GenAI and LLM technologies, empowering workforce with GenAI capabilities, and crafting efficient GenAI workflows. Hidden Layers AI provides customized training programs for all levels and departments, ensuring practical AI skills development. They also offer a range of AI solutions from basic implementation to full-scale transformation, with a focus on user adoption, risk management, and ongoing support.

Shaip is a human-powered data processing service specializing in AI and ML models. They offer a wide range of services including data collection, annotation, de-identification, and more. Shaip provides high-quality training data for various AI applications, such as healthcare AI, conversational AI, and computer vision. With over 15 years of expertise, Shaip helps organizations unlock critical information from unstructured data, enabling them to achieve better results in their AI initiatives.

BRACAI AI Consulting Services is a platform that offers AI consulting services to businesses looking to leverage artificial intelligence to improve productivity, reduce costs, and boost efficiency. The platform helps companies identify AI use cases, develop AI solutions, and provide training to ensure successful AI transformation. With a focus on simplifying AI for businesses, BRACAI aims to help organizations navigate the path to AI adoption and implementation.

Accessibility Desk is an accredited research and training agency specializing in digital accessibility and the WCAG. They offer services such as accessibility audits for websites and apps, self-assessment tools, and assistance in creating accessible WordPress websites. The organization aims to make digital products more accessible to all individuals, including those with disabilities, by providing knowledge sharing, specific advice, and official accessibility tests based on the WCAG-EM standard.

Blockchain Council is a private de-facto organization of experts and enthusiasts championing advancements in Blockchain, AI, and Web3 Technologies. To enhance our community’s learning, we conduct frequent webinars, training sessions, seminars, and events and offer certification programs.

Lamini is an enterprise-level LLM platform that offers precise recall with Memory Tuning, enabling teams to achieve over 95% accuracy even with large amounts of specific data. It guarantees JSON output and delivers massive throughput for inference. Lamini is designed to be deployed anywhere, including air-gapped environments, and supports training and inference on Nvidia or AMD GPUs. The platform is known for its factual LLMs and reengineered decoder that ensures 100% schema accuracy in the JSON output.

Elai.io is an advanced tool that utilizes the power of artificial intelligence to simplify and automate the video creation process. Our aim in Elai.io is to offer a user-friendly platform that welcomes individuals at any skill level in video production. Users can outline their video’s theme and narrative through an easy-to-navigate text interface, enriching it further with various multimedia components like images, texts, and sounds. This synergy between AI and user creativity enables the crafting of videos that are rich in information and visually stunning.

Intuition Machines is a leading provider of Privacy-Preserving AI/ML platforms and research solutions. They offer products and services that cater to category leaders worldwide, focusing on AI/ML research, security, and risk analysis. Their innovative solutions help enterprises prepare for the future by leveraging AI for a wide range of problems. With a strong emphasis on privacy and security, Intuition Machines is at the forefront of developing cutting-edge AI technologies.

HEROZ is a Japanese company that specializes in AI technology. They offer a variety of AI-related services, including AI/DX support, AI consulting, and AI development. HEROZ's mission is to use AI to solve various problems in different industries and create a better future.

OpenMusic is a repository providing an implementation of QA-MDT, a Quality-Aware Masked Diffusion Transformer for music generation. The code integrates state-of-the-art models and offers training strategies for music generation. The repository includes implementations of AudioLDM, PixArt-alpha, MDT, AudioMAE, and Open-Sora. Users can train or fine-tune the model using different strategies and datasets. The model is well-pretrained and can be used for music generation tasks. The repository also includes instructions for preparing datasets, training the model, and performing inference. Contact information is provided for any questions or suggestions regarding the project.

This repository provides an implementation of QA-MDT, integrating state-of-the-art models for music generation. It offers a Quality-Aware Masked Diffusion Transformer for enhanced music generation. The code is based on various repositories like AudioLDM, PixArt-alpha, MDT, AudioMAE, and Open-Sora. The implementation allows for training and fine-tuning the model with different strategies and datasets. The repository also includes instructions for preparing datasets in LMDB format and provides a script for creating a toy LMDB dataset. The model can be used for music generation tasks, with a focus on quality injection to enhance the musicality of generated music.

Proactive Agent is a project aimed at constructing a fully active agent that can anticipate user's requirements and offer assistance without explicit requests. It includes a data collection and generation pipeline, automatic evaluator, and training agent. The project provides datasets, evaluation scripts, and prompts to finetune LLM for proactive agent. Features include environment sensing, assistance annotation, dynamic data generation, and construction pipeline with a high F1 score on the test set. The project is intended for coding, writing, and daily life scenarios, distributed under Apache License 2.0.

LLM-PowerHouse is a comprehensive and curated guide designed to empower developers, researchers, and enthusiasts to harness the true capabilities of Large Language Models (LLMs) and build intelligent applications that push the boundaries of natural language understanding. This GitHub repository provides in-depth articles, codebase mastery, LLM PlayLab, and resources for cost analysis and network visualization. It covers various aspects of LLMs, including NLP, models, training, evaluation metrics, open LLMs, and more. The repository also includes a collection of code examples and tutorials to help users build and deploy LLM-based applications.

LLM training in simple, pure C/CUDA. There is no need for 245MB of PyTorch or 107MB of cPython. For example, training GPT-2 (CPU, fp32) is ~1,000 lines of clean code in a single file. It compiles and runs instantly, and exactly matches the PyTorch reference implementation. I chose GPT-2 as the first working example because it is the grand-daddy of LLMs, the first time the modern stack was put together.

Meta Lingua is a minimal and fast LLM training and inference library designed for research. It uses easy-to-modify PyTorch components to experiment with new architectures, losses, and data. The codebase enables end-to-end training, inference, and evaluation, providing tools for speed and stability analysis. The repository contains essential components in the 'lingua' folder and scripts that combine these components in the 'apps' folder. Researchers can modify the provided templates to suit their experiments easily. Meta Lingua aims to lower the barrier to entry for LLM research by offering a lightweight and focused codebase.

Humanoid-Gym is a reinforcement learning framework designed for training locomotion skills for humanoid robots, focusing on zero-shot transfer from simulation to real-world environments. It integrates a sim-to-sim framework from Isaac Gym to Mujoco for verifying trained policies in different physical simulations. The codebase is verified with RobotEra's XBot-S and XBot-L humanoid robots. It offers comprehensive training guidelines, step-by-step configuration instructions, and execution scripts for easy deployment. The sim2sim support allows transferring trained policies to accurate simulated environments. The upcoming features include Denoising World Model Learning and Dexterous Hand Manipulation. Installation and usage guides are provided along with examples for training PPO policies and sim-to-sim transformations. The code structure includes environment and configuration files, with instructions on adding new environments. Troubleshooting tips are provided for common issues, along with a citation and acknowledgment section.

NeMo Curator is a GPU-accelerated open-source framework designed for efficient large language model data curation. It provides scalable dataset preparation for tasks like foundation model pretraining, domain-adaptive pretraining, supervised fine-tuning, and parameter-efficient fine-tuning. The library leverages GPUs with Dask and RAPIDS to accelerate data curation, offering customizable and modular interfaces for pipeline expansion and model convergence. Key features include data download, text extraction, quality filtering, deduplication, downstream-task decontamination, distributed data classification, and PII redaction. NeMo Curator is suitable for curating high-quality datasets for large language model training.

The Oracle Cloud Infrastructure Data Science and AI services Examples repository provides demos, tutorials, and code examples showcasing various features of the OCI Data Science service and AI services. It offers tools for data scientists to develop and deploy machine learning models efficiently, with features like Accelerated Data Science SDK, distributed training, batch processing, and machine learning pipelines. Whether you're a beginner or an experienced practitioner, OCI Data Science Services provide the resources needed to build, train, and deploy models easily.

Efficient Foundation Model Survey is a comprehensive analysis of resource-efficient large language models (LLMs) and multimodal foundation models. The survey covers algorithmic and systemic innovations to support the growth of large models in a scalable and environmentally sustainable way. It explores cutting-edge model architectures, training/serving algorithms, and practical system designs. The goal is to provide insights on tackling resource challenges posed by large foundation models and inspire future breakthroughs in the field.

The AWS Healthcare and Life Sciences AI/ML Immersion Day workshops provide hands-on experience for customers to learn about AI/ML services, gain a deep understanding of AWS AI/ML services, and understand best practices for using AI/ML in the context of HCLS applications. The workshops cater to individuals at all levels, from machine learning experts to developers and managers, and cover topics such as training, testing, MLOps, deployment practices, and software development life cycle in the context of AI/ML. The repository contains notebooks that can be used in AWS Instructure-Led Labs or self-paced labs, offering a comprehensive learning experience for integrating AI/ML into applications.

LLM-Zero-to-Hundred is a repository showcasing various applications of LLM chatbots and providing insights into training and fine-tuning Language Models. It includes projects like WebGPT, RAG-GPT, WebRAGQuery, LLM Full Finetuning, RAG-Master LLamaindex vs Langchain, open-source-RAG-GEMMA, and HUMAIN: Advanced Multimodal, Multitask Chatbot. The projects cover features like ChatGPT-like interaction, RAG capabilities, image generation and understanding, DuckDuckGo integration, summarization, text and voice interaction, and memory access. Tutorials include LLM Function Calling and Visualizing Text Vectorization. The projects have a general structure with folders for README, HELPER, .env, configs, data, src, images, and utils.

NineRec is a benchmark dataset suite for evaluating transferable recommendation models. It provides datasets for pre-training and transfer learning in recommender systems, focusing on multimodal and foundation model tasks. The dataset includes user-item interactions, item texts in multiple languages, item URLs, and raw images. Researchers can use NineRec to develop more effective and efficient methods for pre-training recommendation models beyond end-to-end training. The dataset is accompanied by code for dataset preparation, training, and testing in PyTorch environment.

A repository sharing literatures and resources about Large Language Models (LLMs) and beyond. It includes tutorials, notebooks, course assignments, development stages, modeling, inference, training, applications, study, and basics related to LLMs. The repository covers various topics such as language models, transformers, state space models, multi-modal language models, training recipes, applications in autonomous driving, code, math, embodied intelligence, and more. The content is organized by different categories and provides comprehensive information on LLMs and related topics.

DeRTa (Refuse Whenever You Feel Unsafe) is a tool designed to improve safety in Large Language Models (LLMs) by training them to refuse compliance at any response juncture. The tool incorporates methods such as MLE with Harmful Response Prefix and Reinforced Transition Optimization (RTO) to address refusal positional bias and strengthen the model's capability to transition from potential harm to safety refusal. DeRTa provides training data, model weights, and evaluation scripts for LLMs, enabling users to enhance safety in language generation tasks.

Prometheus-Eval is a repository dedicated to evaluating large language models (LLMs) in generation tasks. It provides state-of-the-art language models like Prometheus 2 (7B & 8x7B) for assessing in pairwise ranking formats and achieving high correlation scores with benchmarks. The repository includes tools for training, evaluating, and using these models, along with scripts for fine-tuning on custom datasets. Prometheus aims to address issues like fairness, controllability, and affordability in evaluations by simulating human judgments and proprietary LM-based assessments.

Kairon is an open-source conversational digital transformation platform that helps build LLM-based digital assistants at scale. It provides a no-coding web interface for adapting, training, testing, and maintaining AI assistants. Kairon focuses on pre-processing data for chatbots, including question augmentation, knowledge graph generation, and post-processing metrics. It offers end-to-end lifecycle management, low-code/no-code interface, secure script injection, telemetry monitoring, chat client designer, analytics module, and real-time struggle analytics. Kairon is suitable for teams and individuals looking for an easy interface to create, train, test, and deploy digital assistants.

ChatSim is a tool designed for editable scene simulation for autonomous driving via LLM-Agent collaboration. It provides functionalities for setting up the environment, installing necessary dependencies like McNeRF and Inpainting tools, and preparing data for simulation. Users can train models, simulate scenes, and track trajectories for smoother and more realistic results. The tool integrates with Blender software and offers options for training McNeRF models and McLight's skydome estimation network. It also includes a trajectory tracking module for improved trajectory tracking. ChatSim aims to facilitate the simulation of autonomous driving scenarios with collaborative LLM-Agents.

CodeTF is a Python transformer-based library for code large language models (Code LLMs) and code intelligence. It provides an interface for training and inferencing on tasks like code summarization, translation, and generation. The library offers utilities for code manipulation across various languages, including easy extraction of code attributes. Using tree-sitter as its core AST parser, CodeTF enables parsing of function names, comments, and variable names. It supports fast model serving, fine-tuning of LLMs, various code intelligence tasks, preprocessed datasets, model evaluation, pretrained and fine-tuned models, and utilities to manipulate source code. CodeTF aims to facilitate the integration of state-of-the-art Code LLMs into real-world applications, ensuring a user-friendly environment for code intelligence tasks.

Deep Lake is a Database for AI powered by a storage format optimized for deep-learning applications. Deep Lake can be used for: 1. Storing data and vectors while building LLM applications 2. Managing datasets while training deep learning models Deep Lake simplifies the deployment of enterprise-grade LLM-based products by offering storage for all data types (embeddings, audio, text, videos, images, pdfs, annotations, etc.), querying and vector search, data streaming while training models at scale, data versioning and lineage, and integrations with popular tools such as LangChain, LlamaIndex, Weights & Biases, and many more. Deep Lake works with data of any size, it is serverless, and it enables you to store all of your data in your own cloud and in one place. Deep Lake is used by Intel, Bayer Radiology, Matterport, ZERO Systems, Red Cross, Yale, & Oxford.

Didactic AI ist ein virtueller Assistent, welcher bei Themen rund um die Ausbildung hilft und Projektfragen von Stern Didactic beantworten kann.

Expert in European Sustainability Reporting Standards (ESRS). Trained on official documentation as well as expert consultants across all sectors. Includes voluntary standards.

競馬学習に然点を当てたGPT、実用的で直接的な情報を提供。

"I may be small, but my bark is fierce and my loyalty is unmatched!"

SQL Server consultant for DBAs and organizations.

I think and respond like a dog, offering playful insights on dog behaviors.

A compassionate and practical potty training partner, blending innovative strategies with empathetic support to make learning fun and effective for both you and your toddler.

Expert ultramarathon guide offering tailored training and race strategies.

Designs training programs for runners preparing for marathons and other races, tailored to fitness levels.

Gentle and professional dog training assistant.

Expert in fitness training and diet, offers personalized workout and dietary advice.

I assist network marketers in managing and developing their business by providing training, advice, and strategies to grow their team.

パーソナライズされたHIITトレーニングを提案するフィットネスアシスタント

Guiding your triathlon journey, step by step.

Expert in baby sleep advice, offering practical tips and empathetic support.

Your AI Sports Scientist to help you level up your game - in and off the field

MentorMate: Expert in diverse mentoring scenarios.

Motivating fitness trainer for strength building and powerlifting.

Creating the strongest of men, analyzing workouts, offering suggestions, and setting realistic goals!

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