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Mighty Travels Premium is a platform that helps users save up to 90% on airfare tickets and hotels. Users can sign up for free to access exclusive deals and discounts. The website offers a range of travel-related content, including blog posts, customer testimonials, and a FAQ section. With Mighty Travels Premium, users can stay updated on the latest travel deals and maximize their travel rewards.

Saara Inc is an AI tool for eCommerce that focuses on maximizing profits by leveraging AI-powered automation and smart agents. The platform helps online stores increase profitability by addressing challenges such as high return rates, operational costs, and customer churn. By enhancing loyalty, reducing expenses, and streamlining processes through automation and AI, Saara enables businesses to achieve sustainable growth and long-term profitability.

Vouchery.io is an all-in-one promotional engine designed to help businesses orchestrate and deliver the right incentives at every stage of the customer lifecycle. It offers features such as Coupons & Discounts, Loyalty Program, Gift Cards & Vouchers, and Referral Program. The platform is AI-powered, enabling contextual, predictive marketing promotions and special offers to drive customer engagement. Vouchery allows users to create, distribute, and manage promo campaigns efficiently, with capabilities to analyze data, maximize promo ROI, manage and collaborate on promotions, detect coupon abuse, and personalize incentives. Trusted by leading brands globally, Vouchery aims to help businesses scale their promotional infrastructure and prevent fraud through its headless architecture and machine learning technology.

Social Champ is a social media management tool designed for agencies, startups, SMBs, entrepreneurs, marketers, and influencers. It offers powerful social media management capabilities with multiple automation features and integrations. Users can create, schedule, organize, and analyze multiple social accounts, manage conversations, and maximize exposure intelligently. The tool provides features such as publishing, calendar management, analytics tracking, engagement tools, and platform integrations. Social Champ aims to streamline social media efforts, boost productivity, and enhance effectiveness for social media marketing.

Rize is an AI productivity coach that uses time tracking to improve your focus and build better work habits. It analyzes your activity to advise you in real-time on when to focus, when to take breaks, and when you're getting off track. Rize provides you with the tools to deepen your ability to focus, including app & website blocking, focus music, a more flexible Pomodoro timer, and in-depth, personalized metrics. It also helps you build better work habits by alerting you at the ideal time to take a break and offering screen-blocking features to ensure these breaks are truly effective.

Timely is an AI-powered automatic time tracking solution designed for consultancies, agencies, and software companies. It eliminates the need for manual time tracking, ensuring accurate data collection in real-time. With features like automatic time tracking, memory tracker, timesheets, project dashboard, and tags, Timely streamlines project management and enhances team collaboration. By utilizing AI technology, Timely helps businesses optimize revenue, improve productivity, and make data-driven decisions. It offers comprehensive reporting, team-wide transparency, and seamless integrations with popular tools. Timely is trusted by over 20,000 users in various industries and is known for its user-friendly interface and functionality.

AIHelp is a customer service support and in-app ticketing system that provides businesses with a variety of tools to improve their customer support operations. These tools include an AI chatbot, in-app chat and feedback, customizable AI forms, in-app operation, and more. AIHelp is designed to be easy to use and customize, and it can be integrated with a variety of platforms. It is a powerful tool that can help businesses improve their customer satisfaction and retention rates.

Newor Media is a programmatic ad management company that provides publishers with a full suite of ad monetization solutions to maximize their earnings using the industry’s most advanced AI-driven tech stack. With algorithmic real-time bidding, machine-learning, and a team of Ad Ops experts, Newor Media helps publishers increase their ad revenue while balancing user experience. The company has partnerships with all major networks and agencies, ensuring that publishers have access to the most diverse and quality-driven demand in the market.

Zopto is an AI-powered LinkedIn Automation & Omni-channel Sales Platform trusted by thousands of companies for driving sales through omni-channel outreach. The platform leverages advanced AI technology to streamline business development processes, removing guesswork and manual effort. With features like omnichannel campaigns, real-time reporting, secure prospecting, and an AI-powered campaign assistant named Zhoo, Zopto offers a comprehensive solution for lead generation and customer engagement. The platform's cloud-based software, proprietary platform, and unlimited support ensure a seamless user experience and efficient lead generation strategies.

ClimateAi is an AI-powered platform that helps businesses in the food and agriculture industry to minimize climate risk and maximize future opportunities. The platform utilizes AI and patented models to analyze climate and weather data from various sources, providing actionable insights to users across the value chain. ClimateAi enables users to make informed decisions, adapt operations, source smarter, and invest confidently without requiring data science expertise.

ArtificialStudio is an AI-powered platform that enables users to create multimedia content with the help of artificial intelligence technology. The platform offers a wide range of AI models for creating images, music, text, and videos, all in one place. Users can enhance their creativity and push the limits of what they can achieve by leveraging the power of AI. With a user-friendly interface and quick setup process, ArtificialStudio is designed to maximize user creativity and efficiency in content creation.

Laxis is a revolutionary AI Meeting Assistant designed to capture and distill key insights from every customer interaction effortlessly. It seamlessly integrates across platforms, from online meetings to CRM updates, all with a user-friendly interface. Laxis empowers revenue teams to maximize every customer conversation, ensuring no valuable detail is missed. With Laxis, sales teams can close more deals with AI note-taking and insights from client conversations, business development teams can engage prospects more effectively and grow their business faster, marketing teams can repurpose podcasts, webinars, and meetings into engaging content with a single click, product and market researchers can conduct better research interviews that get to the "aha!" moment faster, project managers can remember key takeaways and status updates, and capture them for progress reports, and product and UX designers can capture and organize insights from their interviews and user research.

ThumbnailAi is an AI tool designed to rate YouTube thumbnails in order to maximize clicks. It offers a quick and efficient solution for content creators to optimize their thumbnail images and improve their video performance on the platform. The tool is built with low-code technology and provides users with an easy-to-use interface for analyzing and selecting the most engaging thumbnails for their videos.

RetentionX is a customer retention platform designed for consumer brands aiming to excel in the digital era. It helps businesses prevent churn, increase retention, optimize acquisition, maximize sell-through, automate workflows, and reduce costs by centralizing customer data and decision-making processes. The platform leverages AI to provide actionable insights, analytics, and segmentation capabilities to enhance customer relationships and drive revenue growth.

LoveGenius is an AI-powered tool that optimizes your dating profile for Tinder and Bumble. It uses the latest research to help you attract more matches, secure more dates, and improve the quality of your matches. LoveGenius generates personalized opening lines and witty replies, helping you to showcase your true self and maximize attraction. The tool is designed to assist users in converting engaging chats into real-life meetings, with the aim of increasing dating success based on scientific principles.

Blobr is an AI tool designed to optimize Google Ads spending by providing real-time insights and best-in-class PPC practices. It maximizes the return on every dollar spent in Google Ads by offering optimization recommendations through AI agents. Users can automate keyword identification, reduce costs, improve ad quality scores, and experiment with control. Trusted by industry leaders, Blobr helps users save time from repetitive tasks and focus on strategy and innovation.

Sylph AI is an AI tool designed to maximize the potential of LLM applications by providing an auto-optimization library and an AI teammate to assist users in navigating complex LLM workflows. The tool aims to streamline the process of model fine-tuning, hyperparameter optimization, and auto-data labeling for LLM projects, ultimately enhancing productivity and efficiency for users.

Thinkstack is a free AI chatbot maker that allows users to create custom chatbots without any coding required. The platform offers a variety of features, including the ability to train your own chatbot, integrate with other tools, and generate leads. Thinkstack's chatbots can be used for a variety of purposes, including customer service, lead generation, and team communications.

Random Walk is an advanced AI solutions provider for modern enterprises, offering AI consulting, integration services, and a range of AI tools tailored to various business functions and industries. The platform specializes in seamless AI integration, empowering businesses to maximize their potential through the adoption of AI technologies. With a focus on corporate AI fundamentals and managed services, Random Walk aims to simplify AI adoption and digital transformation for its clients.

SmartEReply is an AI-powered social media assistant designed to maximize social media engagement. It offers features such as generating personalized comments, crafting engaging posts, optimizing profiles, managing DMs effortlessly, and providing multilingual support. The application is tailored for platforms like LinkedIn, Twitter, WhatsApp, and Reddit, offering AI-driven solutions for content creation, audience interaction, and networking. SmartEReply aims to streamline social media management and enhance user engagement through AI-powered strategies and tools.

RAGEN is a reinforcement learning framework designed to train reasoning-capable large language model (LLM) agents in interactive, stochastic environments. It addresses challenges such as multi-turn interactions and stochastic environments through a Markov Decision Process (MDP) formulation, Reason-Interaction Chain Optimization (RICO) algorithm, and progressive reward normalization strategies. The framework enables LLMs to reason and interact with the environment, optimizing entire trajectories for long-horizon reasoning while maintaining computational efficiency.

RAGEN is a reinforcement learning framework designed to train reasoning-capable large language model (LLM) agents in interactive, stochastic environments. It addresses challenges such as multi-turn interactions and stochastic environments through a Markov Decision Process (MDP) formulation, Reason-Interaction Chain Optimization (RICO) algorithm, and progressive reward normalization strategies. The framework consists of MDP formulation, RICO algorithm with rollout and update stages, and reward normalization strategies to stabilize training. RAGEN aims to optimize reasoning and action strategies for LLM agents operating in complex environments.

Stake-auto-bot is a tool designed for automated staking in the cryptocurrency space. It allows users to set up automated processes for staking their digital assets, providing a convenient way to earn rewards and secure networks. The tool simplifies the staking process by automating the necessary steps, such as selecting validators, delegating tokens, and monitoring rewards. With Stake-auto-bot, users can optimize their staking strategies and maximize their returns with minimal effort.

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

The 𝓜𝓔𝓥-𝓑𝓞𝓣 is a revolutionary tool that empowers users to maximize their ETH earnings through advanced slippage techniques within the Ethereum ecosystem. Its user-centric design, optimized earning mechanism, and comprehensive security measures make it an indispensable tool for traders seeking to enhance their crypto trading strategies. With its current free access, there's no better time to explore the 𝓜𝓔𝓥-𝓑𝓞𝓣's capabilities and witness the transformative impact it can have on your crypto trading journey.

MATLAB-Simulink-Challenge-Project-Hub is a repository aimed at contributing to the progress of engineering and science by providing challenge projects with real industry relevance and societal impact. The repository offers a wide range of projects covering various technology trends such as Artificial Intelligence, Autonomous Vehicles, Big Data, Computer Vision, and Sustainability. Participants can gain practical skills with MATLAB and Simulink while making a significant contribution to science and engineering. The projects are designed to enhance expertise in areas like Sustainability and Renewable Energy, Control, Modeling and Simulation, Machine Learning, and Robotics. By participating in these projects, individuals can receive official recognition for their problem-solving skills from technology leaders at MathWorks and earn rewards upon project completion.

Trace is a new AutoDiff-like tool for training AI systems end-to-end with general feedback. It generalizes the back-propagation algorithm by capturing and propagating an AI system's execution trace. Implemented as a PyTorch-like Python library, users can write Python code directly and use Trace primitives to optimize certain parts, similar to training neural networks.

Akeru.ai is an open-source AI platform leveraging the power of decentralization. It offers transparent, safe, and highly available AI capabilities. The platform aims to give developers access to open-source and transparent AI resources through its decentralized nature hosted on an edge network. Akeru API introduces features like retrieval, function calling, conversation management, custom instructions, data input optimization, user privacy, testing and iteration, and comprehensive documentation. It is ideal for creating AI agents and enhancing web and mobile applications with advanced AI capabilities. The platform runs on a Bittensor Subnet design that aims to democratize AI technology and promote an equitable AI future. Akeru.ai embraces decentralization challenges to ensure a decentralized and equitable AI ecosystem with security features like watermarking and network pings. The API architecture integrates with technologies like Bun, Redis, and Elysia for a robust, scalable solution.

This repository is dedicated to enhancing Language Model (LLM) reasoning with reinforcement learning (RL). It includes a collection of the latest papers, slides, and materials related to RL-based LLM reasoning, aiming to facilitate quick learning and understanding in this field. Starring this repository allows users to stay updated and engaged with the forefront of RL-based LLM reasoning.

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. |  |

This repository provides a hands-on approach to Retrieval-Augmented Generation (RAG) techniques, simplifying advanced concepts into understandable implementations using Python libraries like openai, numpy, and matplotlib. It offers a collection of Jupyter Notebooks with concise explanations, step-by-step implementations, code examples, evaluations, and visualizations for various RAG techniques. The goal is to make RAG more accessible and demystify its workings for educational purposes.

LLM Datasets is a repository containing high-quality datasets, tools, and concepts for LLM fine-tuning. It provides datasets with characteristics like accuracy, diversity, and complexity to train large language models for various tasks. The repository includes datasets for general-purpose, math & logic, code, conversation & role-play, and agent & function calling domains. It also offers guidance on creating high-quality datasets through data deduplication, data quality assessment, data exploration, and data generation techniques.

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