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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.

SunDevs is a custom software development company offering web, mobile, and AI solutions. They provide AI solutions for various industries, including Ecommerce, Cinema, and Telco. The company focuses on enhancing human roles through conversational AI, improving customer satisfaction, and boosting operational efficiency. SunDevs offers services such as chat and messaging, phone and voice solutions, app development, web development, and staff augmentation. Their AI chatbots provide 24/7 support, personalized interactions, and quick responses. The company's solutions aim to revolutionize customer support with AI-driven precision, simplifying complex processes and delivering human-like interactions.

VideoToWords.ai is an AI-powered transcription tool that converts audio and video files into accurate written text. It utilizes advanced machine learning algorithms to transcribe files quickly and efficiently, catering to a wide range of users such as journalists, students, researchers, podcast hosts, filmmakers, content creators, marketers, and professionals from various industries. The platform supports multiple languages, offers convenient text editing and export options, and ensures data security and privacy for users.

Dreamswipe AI is an innovative AI tool that utilizes advanced algorithms to provide personalized recommendations based on user preferences. The tool analyzes user interactions and behavior to offer tailored suggestions, enhancing the overall user experience. With Dreamswipe AI, users can easily discover content, products, and services that align with their interests and preferences, making it a valuable companion for personalized online experiences.

Foodr is an AI-powered application that offers weekly meal plans tailored to individual preferences. It eliminates the stress of meal planning by providing diverse recipes, personalized meal plans, and nutritional balance. With Foodr, users can enjoy healthy and delicious meals without wasting ingredients or spending excessive time on planning. The application is designed to save time, offer convenience, and simplify the process of meal discovery.

CaseYak is an AI-powered platform that uses artificial intelligence to estimate the value of personal injury claims. By comparing user inputs to ten years of historical jury verdict data, CaseYak's AI Case Calculator provides a projected claim value for motor vehicle accident cases. The platform aims to offer an objective and data-driven prediction to help individuals seeking legal recourse after being injured in a car accident. Additionally, CaseYak provides information on how a personal injury attorney can assist in handling the claim process.

Code & Pepper is an elite software development company specializing in FinTech and HealthTech. They combine human talent with AI tools to deliver efficient solutions. With a focus on specific technologies like React.js, Node.js, Angular, Ruby on Rails, and React Native, they offer custom software products and dedicated software engineers. Their unique talent identification methodology selects the top 1.6% of candidates for exceptional outcomes. Code & Pepper champions human-AI centaur teams, harmonizing creativity with AI precision for superior results.

IXICO is a precision analytics company specializing in intelligent insights in neuroscience. They offer a range of services for drug development analytics, imaging operations, and post-marketing consultancy. With a focus on technology and innovation, IXICO provides expertise in imaging biomarkers, radiological reads, volumetric MRI, PET & SPECT, and advanced MRI. Their TrialTracker platform and Assessa tool utilize innovation and AI for disease modeling and analysis. IXICO supports biopharmaceutical companies in CNS clinical research with cutting-edge neuroimaging techniques and AI technology.

Muse Pro is a revolutionary drawing tool that combines the power of AI with the precision of your hand. With Muse Pro, you can unleash your creativity and elevate your artwork to new heights. Our groundbreaking AI technology provides real-time guidance, helping you refine your strokes and bring your ideas to life. Whether you're a seasoned artist or just starting out, Muse Pro has something to offer everyone. With its intuitive interface and powerful features, Muse Pro makes it easy to create beautiful and engaging artwork.

Rozetta is a leading company in Japan specializing in AI automatic translation services. They offer a wide range of AI products tailored to specific purposes and challenges, such as document management, file translation, multilingual chat, and more. With a focus on industrial translation, Rozetta's AI technology, developed through experience in the field, aims to support business growth by providing high-quality and efficient translation solutions. Their services cater to various industries, including pharmaceuticals, manufacturing, legal, patents, and finance, offering features like automatic document generation, high-precision AI translation with strong domain-specific terminology support, and real-time transcription and translation of audio content. Rozetta's AI translation tools are designed to streamline foreign language tasks, reduce translation costs, and enhance business efficiency in a secure environment.

Handcraftd Studio is an AI-forward design studio specializing in visual design and no-code websites. They offer a subscription-based creative service to help businesses grow. Their blend of artistic creativity and technical precision creates visually stunning and highly functional digital experiences.

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.

Leadflow is a real estate lead generation software powered by artificial intelligence that provides predictive insights for residential and commercial properties. It uses generative AI to identify potential sellers, helping real estate agents and brokers enhance their market strategies. The platform offers precision, predictive analytics, tailored insights, streamlined lead generation, and a competitive edge in the real estate industry. Leadflow aims to transform the traditional lead generation process by leveraging AI technology to help users target the right prospects at the right time, ultimately increasing lead flow and conversion rates.

Papertalk.io is an AI-powered platform that revolutionizes research by providing users with access to over 215 million papers, AI-generated explanations, and actionable insights. The platform offers precision search tools, AI-powered understanding of research papers, and personalized guidance on applying insights practically. Papertalk.io aims to make research more accessible and approachable for users from diverse backgrounds, transforming complex data into easy-to-digest formats to foster innovation and expertise.

PromptAds.ai is an AI tool designed to provide native text ads tailored specifically for conversational AI platforms. It offers precision targeting for Generative AI platforms, ensuring highly relevant and personalized ads that blend seamlessly into chatbot conversations. The platform allows AI startups to monetize their chatbots by accessing a diverse pool of advertisers, thereby maximizing revenue potential. With advanced prompt analysis and straightforward integration processes, PromptAds.ai aims to redefine advertising in the AI chatbot space.

Flux AI is an image generator tool that utilizes the Flux.1 model to create stunning images from text descriptions. It offers precision text rendering, complex composition mastering, enhanced anatomical accuracy, and diverse model variants to cater to various creative needs. Users can easily generate images by selecting the model, entering a description, and clicking 'Generate'. Flux AI is open-source and developed by Black Forest Labs, providing a seamless experience for image creation.

The website offers a precision workflow solution for enterprises in the finance industry, combining AI technology with human oversight to empower financial decisions. It provides features such as accurate search citations, multilingual models, and complex human-in-loop automation. The application integrates seamlessly with existing platforms, uses advanced AI models, and offers meaningful time savings. Users can benefit from the application's ability to ingest unstructured data, improve over time, and avoid hallucinations.

Konch AI is an automated AI transcription service that offers unparalleled precision and efficiency in converting audio and video files to text. It features a state-of-the-art AI technology that swiftly transcribes content, with the option to review and edit the transcripts. Users can also upgrade to Precision for human-reviewed transcripts. KonchMate, the AI meeting assistant, streamlines meeting documentation by capturing, transcribing, editing, and sharing meeting content. The platform supports multiple languages, advanced editing features, and flexible output formats, making it a comprehensive solution for transcription needs.

HelloScribe is an autonomous reasoning engine that provides high-level creativity, strategy, and planning. It offers over 150 precision-made AI tools and templates, the ability to create in over 50 languages, speech-to-text functionality, and access to over 200 million research papers, live news, and web search. HelloScribe is designed to help professionals in various fields, including sales, marketing, consulting, and research, by automating tasks, providing real-time insights, and facilitating collaboration.

DentroChat is an AI chat application that reimagines the way users interact with AI models. It allows users to select from various large language models (LLMs) in different modes, enabling them to choose the best AI for their specific tasks. With seamless mode switching and optimized performance, DentroChat offers flexibility and precision in AI interactions.

The Universal Numbers Library is a header-only C++ template library designed for universal number arithmetic, offering alternatives to native integer and floating-point for mixed-precision algorithm development and optimization. It tailors arithmetic types to the application's precision and dynamic range, enabling improved application performance and energy efficiency. The library provides fast implementations of special IEEE-754 formats like quarter precision, half-precision, and quad precision, as well as vendor-specific extensions. It supports static and elastic integers, decimals, fixed-points, rationals, linear floats, tapered floats, logarithmic, interval, and adaptive-precision integers, rationals, and floats. The library is suitable for AI, DSP, HPC, and HFT algorithms.

FlashRank is an ultra-lite and super-fast Python library designed to add re-ranking capabilities to existing search and retrieval pipelines. It is based on state-of-the-art Language Models (LLMs) and cross-encoders, offering support for pairwise/pointwise rerankers and listwise LLM-based rerankers. The library boasts the tiniest reranking model in the world (~4MB) and runs on CPU without the need for Torch or Transformers. FlashRank is cost-conscious, with a focus on low cost per invocation and smaller package size for efficient serverless deployments. It supports various models like ms-marco-TinyBERT, ms-marco-MiniLM, rank-T5-flan, ms-marco-MultiBERT, and more, with plans for future model additions. The tool is ideal for enhancing search precision and speed in scenarios where lightweight models with competitive performance are preferred.

DashInfer is a C++ runtime tool designed to deliver production-level implementations highly optimized for various hardware architectures, including x86 and ARMv9. It supports Continuous Batching and NUMA-Aware capabilities for CPU, and can fully utilize modern server-grade CPUs to host large language models (LLMs) up to 14B in size. With lightweight architecture, high precision, support for mainstream open-source LLMs, post-training quantization, optimized computation kernels, NUMA-aware design, and multi-language API interfaces, DashInfer provides a versatile solution for efficient inference tasks. It supports x86 CPUs with AVX2 instruction set and ARMv9 CPUs with SVE instruction set, along with various data types like FP32, BF16, and InstantQuant. DashInfer also offers single-NUMA and multi-NUMA architectures for model inference, with detailed performance tests and inference accuracy evaluations available. The tool is supported on mainstream Linux server operating systems and provides documentation and examples for easy integration and usage.

This repository does not provide a tool, but rather a collection of resources and strategies for academics in the field of artificial intelligence who are feeling depressed or overwhelmed by the rapid advancements in the field. The resources include articles, blog posts, and other materials that offer advice on how to cope with the challenges of working in a fast-paced and competitive environment.

Awesome-LLM-RAG-Application is a repository that provides resources and information about applications based on Large Language Models (LLM) with Retrieval-Augmented Generation (RAG) pattern. It includes a survey paper, GitHub repo, and guides on advanced RAG techniques. The repository covers various aspects of RAG, including academic papers, evaluation benchmarks, downstream tasks, tools, and technologies. It also explores different frameworks, preprocessing tools, routing mechanisms, evaluation frameworks, embeddings, security guardrails, prompting tools, SQL enhancements, LLM deployment, observability tools, and more. The repository aims to offer comprehensive knowledge on RAG for readers interested in exploring and implementing LLM-based systems and products.

MOOSE 2.0 is a leaner, meaner, and stronger tool for 3D medical image segmentation. It is built on the principles of data-centric AI and offers a wide range of segmentation models for both clinical and preclinical settings. MOOSE 2.0 is also versatile, allowing users to use it as a command-line tool for batch processing or as a library package for individual processing in Python projects. With its improved speed, accuracy, and flexibility, MOOSE 2.0 is the go-to tool for segmentation tasks.

SenseVoice is a speech foundation model focusing on high-accuracy multilingual speech recognition, speech emotion recognition, and audio event detection. Trained with over 400,000 hours of data, it supports more than 50 languages and excels in emotion recognition and sound event detection. The model offers efficient inference with low latency and convenient finetuning scripts. It can be deployed for service with support for multiple client-side languages. SenseVoice-Small model is open-sourced and provides capabilities for Mandarin, Cantonese, English, Japanese, and Korean. The tool also includes features for natural speech generation and fundamental speech recognition tasks.

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.

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.

DeepEval is a simple-to-use, open-source LLM evaluation framework specialized for unit testing LLM outputs. It incorporates various metrics such as G-Eval, hallucination, answer relevancy, RAGAS, etc., and runs locally on your machine for evaluation. It provides a wide range of ready-to-use evaluation metrics, allows for creating custom metrics, integrates with any CI/CD environment, and enables benchmarking LLMs on popular benchmarks. DeepEval is designed for evaluating RAG and fine-tuning applications, helping users optimize hyperparameters, prevent prompt drifting, and transition from OpenAI to hosting their own Llama2 with confidence.

SciMLBenchmarks.jl holds webpages, pdfs, and notebooks showing the benchmarks for the SciML Scientific Machine Learning Software ecosystem, including: * Benchmarks of equation solver implementations * Speed and robustness comparisons of methods for parameter estimation / inverse problems * Training universal differential equations (and subsets like neural ODEs) * Training of physics-informed neural networks (PINNs) * Surrogate comparisons, including radial basis functions, neural operators (DeepONets, Fourier Neural Operators), and more The SciML Bench suite is made to be a comprehensive open source benchmark from the ground up, covering the methods of computational science and scientific computing all the way to AI for science.

Open-Source Evaluation for LLM Applications. `continuous-eval` is an open-source package created for granular and holistic evaluation of GenAI application pipelines. It offers modularized evaluation, a comprehensive metric library covering various LLM use cases, the ability to leverage user feedback in evaluation, and synthetic dataset generation for testing pipelines. Users can define their own metrics by extending the Metric class. The tool allows running evaluation on a pipeline defined with modules and corresponding metrics. Additionally, it provides synthetic data generation capabilities to create user interaction data for evaluation or training purposes.

The LLM course is divided into three parts: 1. 🧩 **LLM Fundamentals** covers essential knowledge about mathematics, Python, and neural networks. 2. 🧑‍🔬 **The LLM Scientist** focuses on building the best possible LLMs using the latest techniques. 3. 👷 **The LLM Engineer** focuses on creating LLM-based applications and deploying them. For an interactive version of this course, I created two **LLM assistants** that will answer questions and test your knowledge in a personalized way: * 🤗 **HuggingChat Assistant**: Free version using Mixtral-8x7B. * 🤖 **ChatGPT Assistant**: Requires a premium account. ## 📝 Notebooks A list of notebooks and articles related to large language models. ### Tools | Notebook | Description | Notebook | |----------|-------------|----------| | 🧐 LLM AutoEval | Automatically evaluate your LLMs using RunPod |  | | 🥱 LazyMergekit | Easily merge models using MergeKit in one click. |  | | 🦎 LazyAxolotl | Fine-tune models in the cloud using Axolotl in one click. |  | | ⚡ AutoQuant | Quantize LLMs in GGUF, GPTQ, EXL2, AWQ, and HQQ formats in one click. |  | | 🌳 Model Family Tree | Visualize the family tree of merged models. |  | | 🚀 ZeroSpace | Automatically create a Gradio chat interface using a free ZeroGPU. |  |

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.

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

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Tonic Validate is a framework for the evaluation of LLM outputs, such as Retrieval Augmented Generation (RAG) pipelines. Validate makes it easy to evaluate, track, and monitor your LLM and RAG applications. Validate allows you to evaluate your LLM outputs through the use of our provided metrics which measure everything from answer correctness to LLM hallucination. Additionally, Validate has an optional UI to visualize your evaluation results for easy tracking and monitoring.

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