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Product Lab AI is an innovative AI tool designed to assist businesses in optimizing their product development process. The tool utilizes advanced machine learning algorithms to analyze market trends, consumer preferences, and competitor strategies. By leveraging AI technology, Product Lab AI provides valuable insights and recommendations to help companies enhance their product offerings and stay ahead of the competition. With its user-friendly interface and customizable features, Product Lab AI is a powerful solution for streamlining product development workflows and driving business growth.

Competely is an AI-powered competitive analysis tool that helps users say goodbye to tedious manual research by providing comprehensive and detailed insights into competitors across various industries. Users can save days of manual work by utilizing Competely to generate a side-by-side comparison of competitors, covering aspects such as marketing, product features, pricing, audience, customer sentiment, company info, and SWOT analysis. The tool is suitable for founders, executives, marketers, product managers, agencies, and consultants, offering valuable data-driven decisions and strategies to outsmart the competition.

Lex Machina is a Legal Analytics platform that provides comprehensive insights into litigation track records of parties across the United States. It offers accurate and transparent analytic data, exclusive outcome analytics, and valuable insights to help law firms and companies craft successful strategies, assess cases, and set litigation strategies. The platform uses a unique combination of machine learning and in-house legal experts to compile, clean, and enhance data, providing unmatched insights on courts, judges, lawyers, law firms, and parties.

AI Copilot for bank ALCOs is an AI application designed to empower Asset-Liability Committees (ALCOs) in banks to test funding and liquidity strategies in a risk-free environment, ensuring optimal balance sheet decisions before real-world implementation. The application provides proactive intelligence for day-to-day decisions, allowing users to test multiple strategies, compare funding options, and make forward-looking decisions. It offers features such as stakeholder feedback, optimal funding mix, forward-looking decisions, comparison of funding strategies, domain-specific models, maximizing returns, staying compliant, and built-in security measures. MaverickFi, the AI Copilot, is deployed on Microsoft Azure and offers deployment options based on user preferences.

DINGR is an AI-powered solution designed to help gamers analyze their performance in League of Legends. The tool uses AI algorithms to provide accurate insights into gameplay, comparing performance metrics with friends and offering suggestions for improvement. DINGR is currently in development, with a focus on enhancing the gaming experience through data-driven analysis and personalized feedback.

Humbi AI is an AI-powered platform offering actuarial services for healthcare organizations, health plans, provider organizations, and drug manufacturers. The platform combines data science and actuarial expertise to provide competitive intelligence analytics, helping clients identify opportunities and manage risks effectively. Humbi AI offers a range of services from data management to actuarial design, incorporating knowledge from various fields such as medical science and technology. The platform includes tools for Medicare Advantage strategy building, provider performance comparison, pharmacy management, and access to medical and pharmacy data for millions of members.

Buzz4AI is a platform that provides a curated list of AI tools, software, and research to help businesses enhance strategies, optimize workflow, and stay ahead in the rapidly evolving field of artificial intelligence. The platform offers a wide range of AI solutions for various business needs, including cold email software, DDoS protection software, learning management systems, payroll software, biometric attendance software, and more. Buzz4AI aims to empower users with up-to-date and secure information, interactive tool comparison, community-driven reviews, and the latest AI tools to revolutionize industries with cutting-edge capabilities and advancements.

EarningsCall.ai is an AI-powered platform that provides stock earnings call summaries and insights to help users turn earnings calls into a competitive advantage. The platform allows users to compare competitors, analyze trends, and make smarter business and investment decisions without the need to read full transcripts. EarningsCall.ai offers instant competitive benchmarking, market trend analysis, and use cases for business leaders, financial professionals, consultants, and advisors. The platform is designed to save time and provide valuable insights for corporate strategy, investment decisions, and financial research.

Options AI is a revolutionary visual platform for options trading, ETFs, and stock trading. It offers a user-friendly interface that simplifies complex options strategies for everyday traders. With a team of experienced options experts, Options AI aims to make advanced options trading accessible and enjoyable for all users. The platform provides real-time trade chart zones, industry-leading options experts, and low flat commission rates for options on stocks and ETFs. Users can compare trades, control risk, and access various strategies to enhance their trading experience.

Essense is an AI-powered platform that specializes in transforming qualitative customer feedback and competitor reviews into actionable insights. By focusing on the most critical customer needs, the platform helps businesses improve product adoption, engagement, and overall customer satisfaction. Essense enables companies to make informed decisions regarding product development, marketing strategies, and competitive positioning through advanced AI analytics.

RankRaven is an advanced AI rank tracking tool that allows users to monitor and analyze their brand's performance on AI search engines. The tool leverages multiple AI models such as OpenAI ChatGPT, Google Bard, and Microsoft Bing to provide fast and accurate SEO tracking. Users can track their brand's rank across different AI search models, receive daily rank updates, compare performance across languages and countries, and analyze trends over time. RankRaven automates the process of running prompts and checking keyword appearances in model answers, making it a valuable tool for individuals, businesses, and agencies looking to optimize their AI SEO strategies.

Manus is a general AI agent that excels at various tasks in work and life, bridging minds and actions to deliver results. It integrates comprehensive travel information, conducts in-depth stock analysis, develops engaging educational content, generates structured comparison tables, and conducts comprehensive research across extensive networks. Manus works exclusively in the user's best interest, providing actionable insights, visualizations, and customized strategies to increase performance.

RANKSHIFT is an AI brand visibility tracking tool that helps businesses monitor their visibility in AI search engines and optimize their presence. It provides insights on how AI platforms mention brands, compares visibility against competitors, and offers data-driven insights to improve AI search strategy. The tool tracks brand mentions, identifies sources influencing AI-generated answers, and helps businesses stay ahead in the competitive AI landscape.

Concise is an AI tool designed to revolutionize the way news is consumed. It serves as an AI Assistant for News Monitoring & Analysis, providing users with a new approach to news curation. With Concise, users can stay informed about the latest news updates in a more efficient and organized manner. The tool leverages artificial intelligence to deliver personalized news content tailored to individual preferences, making it easier for users to access relevant information quickly and conveniently.

Hold AI is the ultimate AI tools directory that offers a wide range of intelligent solutions for various tasks. It features a curated list of AI tools such as AI Photo & Image Generator, AI Blog Writer, AI Accounting Assistant, Research Tool, Sales Assistant, and more. The platform showcases innovative AI applications designed to enhance productivity, streamline business processes, and improve user experiences. With a focus on cutting-edge technologies, Hold AI aims to provide users with valuable tools to leverage the power of artificial intelligence in their daily operations.

RivalFlow is an AI-powered content optimization tool designed to help agencies, freelancers, and affiliates improve their clients' content, drive organic traffic, and outrank competitors. It offers real-time recommendations and insights to enhance content quality and SEO performance, enabling users to elevate their client strategies and achieve higher search engine rankings. With features like autopilot optimization, ready-to-paste improvements, and seamless integration with Google Search Console, RivalFlow streamlines the content workflow and empowers users to make data-driven decisions for content enhancement.

BestVs.ai is a smart comparator powered by AI that helps users compare various products across different categories such as mobile devices, computer components, audio, wearables, entertainment, and more. The AI technology generates detailed comparison reports by analyzing specifications, reviews, and videos to provide valuable insights for making informed decisions. Users can consult with the AI for wise choices, making the comparison process efficient and reliable. BestVs.ai aims to simplify the decision-making process by leveraging AI technology to deliver accurate and comprehensive product comparisons.

Opinly is an AI-powered competitive analysis tool designed to provide businesses with real-time data tracking and comprehensive competitive analysis. It offers services such as competitive price analysis, product comparison, landing page analysis, SEO monitoring, and competitor email monitoring. Opinly helps businesses gain strategic insights, understand market dynamics, make informed decisions, and stay ahead in the competitive market.

Neurons is an AI tool designed to help marketers and designers optimize their creatives and improve campaign effectiveness. It provides instant visual feedback, data-driven insights, and scalable attention predictions rooted in neuroscience. The platform is built on the latest advances in cognitive neuroscience, machine learning, AI, and psychology, ensuring scientific validity in its methods and metrics. Neurons aims to reduce guesswork, increase impact, and enable users to make better decisions faster.

Keplar is an AI-powered platform that provides unlimited customer access by delivering interactive models of target customers using influencer audiences and 1st-party data. It helps marketing teams iterate on creative assets, discover new markets, compare audiences, and save resources for bigger impact. Keplar offers a new way to unlock creative and audience insights faster, enabling teams to maintain velocity at scale.

RouteLLM is a framework for serving and evaluating LLM routers. It allows users to launch an OpenAI-compatible API that routes requests to the best model based on cost thresholds. Trained routers are provided to reduce costs while maintaining performance. Users can easily extend the framework, compare router performance, and calibrate cost thresholds. RouteLLM supports multiple routing strategies and benchmarks, offering a lightweight server and evaluation framework. It enables users to evaluate routers on benchmarks, calibrate thresholds, and modify model pairs. Contributions for adding new routers and benchmarks are welcome.

The RAG Experiment Accelerator is a versatile tool that helps you conduct experiments and evaluations using Azure AI Search and RAG pattern. It offers a rich set of features, including experiment setup, integration with Azure AI Search, Azure Machine Learning, MLFlow, and Azure OpenAI, multiple document chunking strategies, query generation, multiple search types, sub-querying, re-ranking, metrics and evaluation, report generation, and multi-lingual support. The tool is designed to make it easier and faster to run experiments and evaluations of search queries and quality of response from OpenAI, and is useful for researchers, data scientists, and developers who want to test the performance of different search and OpenAI related hyperparameters, compare the effectiveness of various search strategies, fine-tune and optimize parameters, find the best combination of hyperparameters, and generate detailed reports and visualizations from experiment results.

Sports-betting is a Python library for implementing betting strategies and analyzing sports data. It provides tools for collecting, processing, and visualizing sports data to make informed betting decisions. The library includes modules for scraping data from sports websites, calculating odds, simulating betting strategies, and evaluating performance. With sports-betting, users can automate betting processes, test different strategies, and improve their betting outcomes.

RAID is the largest and most comprehensive dataset for evaluating AI-generated text detectors. It contains over 10 million documents spanning 11 LLMs, 11 genres, 4 decoding strategies, and 12 adversarial attacks. RAID is designed to be the go-to location for trustworthy third-party evaluation of popular detectors. The dataset covers diverse models, domains, sampling strategies, and attacks, making it a valuable resource for training detectors, evaluating generalization, protecting against adversaries, and comparing to state-of-the-art models from academia and industry.

Long-Context-Attention (YunChang) is a unified sequence parallel approach that combines the strengths of DeepSpeed-Ulysses-Attention and Ring-Attention to provide a versatile and high-performance solution for long context LLM model training and inference. It addresses the limitations of both methods by offering no limitation on the number of heads, compatibility with advanced parallel strategies, and enhanced performance benchmarks. The tool is verified in Megatron-LM and offers best practices for 4D parallelism, making it suitable for various attention mechanisms and parallel computing advancements.

OpenManus-RL is an open-source initiative focused on enhancing reasoning and decision-making capabilities of large language models (LLMs) through advanced reinforcement learning (RL)-based agent tuning. The project explores novel algorithmic structures, diverse reasoning paradigms, sophisticated reward strategies, and extensive benchmark environments. It aims to push the boundaries of agent reasoning and tool integration by integrating insights from leading RL tuning frameworks and continuously updating progress in a dynamic, live-streaming fashion.

SynCode is a novel framework for the grammar-guided generation of Large Language Models (LLMs) that ensures syntactically valid output with respect to defined Context-Free Grammar (CFG) rules. It supports general-purpose programming languages like Python, Go, SQL, JSON, and more, allowing users to define custom grammars using EBNF syntax. The tool compares favorably to other constrained decoders and offers features like fast grammar-guided generation, compatibility with HuggingFace Language Models, and the ability to work with various decoding strategies.

Qlib is an open-source, AI-oriented quantitative investment platform that supports diverse machine learning modeling paradigms, including supervised learning, market dynamics modeling, and reinforcement learning. It covers the entire chain of quantitative investment, from alpha seeking to order execution. The platform empowers researchers to explore ideas and implement productions using AI technologies in quantitative investment. Qlib collaboratively solves key challenges in quantitative investment by releasing state-of-the-art research works in various paradigms. It provides a full ML pipeline for data processing, model training, and back-testing, enabling users to perform tasks such as forecasting market patterns, adapting to market dynamics, and modeling continuous investment decisions.

LionAGI is a powerful intelligent workflow automation framework that introduces advanced ML models into any existing workflows and data infrastructure. It can interact with almost any model, run interactions in parallel for most models, produce structured pydantic outputs with flexible usage, automate workflow via graph based agents, use advanced prompting techniques, and more. LionAGI aims to provide a centralized agent-managed framework for "ML-powered tools coordination" and to dramatically lower the barrier of entries for creating use-case/domain specific tools. It is designed to be asynchronous only and requires Python 3.10 or higher.

Shandu is an advanced AI research system that automates comprehensive research processes using language models, web scraping, and iterative exploration to generate well-structured reports with citations. It features intelligent state-based workflow, deep exploration, multi-source information synthesis, enhanced web scraping, smart source evaluation, content analysis pipeline, comprehensive report generation, parallel processing, adaptive search strategy, and full citation management.

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.

This practical free hands-on course focuses on Large Language models and their applications, providing a hands-on experience using models from OpenAI and the Hugging Face library. The course is divided into three major sections: Techniques and Libraries, Projects, and Enterprise Solutions. It covers topics such as Chatbots, Code Generation, Vector databases, LangChain, Fine Tuning, PEFT Fine Tuning, Soft Prompt tuning, LoRA, QLoRA, Evaluate Models, Knowledge Distillation, and more. Each section contains chapters with lessons supported by notebooks and articles. The course aims to help users build projects and explore enterprise solutions using Large Language Models.

The Aleph Alpha Intelligence Layer️ offers a comprehensive suite of development tools for crafting solutions that harness the capabilities of large language models (LLMs). With a unified framework for LLM-based workflows, it facilitates seamless AI product development, from prototyping and prompt experimentation to result evaluation and deployment. The Intelligence Layer SDK provides features such as Composability, Evaluability, and Traceability, along with examples to get started. It supports local installation using poetry, integration with Docker, and access to LLM endpoints for tutorials and tasks like Summarization, Question Answering, Classification, Evaluation, and Parameter Optimization. The tool also offers pre-configured tasks for tasks like Classify, QA, Search, and Summarize, serving as a foundation for custom development.

LLMInterviewQuestions is a repository containing over 100+ interview questions for Large Language Models (LLM) used by top companies like Google, NVIDIA, Meta, Microsoft, and Fortune 500 companies. The questions cover various topics related to LLMs, including prompt engineering, retrieval augmented generation, chunking, embedding models, internal working of vector databases, advanced search algorithms, language models internal working, supervised fine-tuning of LLM, preference alignment, evaluation of LLM system, hallucination control techniques, deployment of LLM, agent-based system, prompt hacking, and miscellaneous topics. The questions are organized into 15 categories to facilitate learning and preparation.

LLMWare is a framework for quickly developing LLM-based applications including Retrieval Augmented Generation (RAG) and Multi-Step Orchestration of Agent Workflows. This project provides a comprehensive set of tools that anyone can use - from a beginner to the most sophisticated AI developer - to rapidly build industrial-grade, knowledge-based enterprise LLM applications. Our specific focus is on making it easy to integrate open source small specialized models and connecting enterprise knowledge safely and securely.

Ollama is a lightweight, extensible framework for building and running language models on the local machine. It provides a simple API for creating, running, and managing models, as well as a library of pre-built models that can be easily used in a variety of applications. Ollama is designed to be easy to use and accessible to developers of all levels. It is open source and available for free on GitHub.

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. |  |

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