Artificial Intelligence: A Modern Approach, 4th US ed.

Artificial Intelligence: A Modern Approach, 4th US ed. is the authoritative, most-used AI textbook, adopted by over 1500 schools. It covers the entire spectrum of AI, from the fundamentals to the latest advances. The book is written in a clear and concise style, with a wealth of examples and exercises. It is suitable for both undergraduate and graduate students, as well as professionals in the field of AI.

The Stanford Artificial Intelligence Laboratory (SAIL) is a center of excellence for Artificial Intelligence research, teaching, theory, and practice since its founding in 1963. SAIL faculty and students are committed to developing the theoretical foundations of AI, advancing the state-of-the-art in AI technologies, and applying AI to address real-world problems. SAIL is a vibrant and collaborative community of researchers, students, and staff who are passionate about AI and its potential to make the world a better place.

PyTorch is an open-source machine learning library based on the Torch library. It is used for applications such as computer vision, natural language processing, and reinforcement learning. PyTorch is known for its flexibility and ease of use, making it a popular choice for researchers and developers in the field of artificial intelligence.

TensorFlow is an end-to-end platform for machine learning. It provides a wide range of tools and resources to help developers build, train, and deploy ML models. TensorFlow is used by researchers and developers all over the world to solve real-world problems in a variety of domains, including computer vision, natural language processing, and robotics.

Clarifai is a full-stack AI developer platform that provides a range of tools and services for building and deploying AI applications. The platform includes a variety of computer vision, natural language processing, and generative AI models, as well as tools for data preparation, model training, and model deployment. Clarifai is used by a variety of businesses and organizations, including Fortune 500 companies, startups, and government agencies.

Google AI is a research and development laboratory focused on advancing the state-of-the-art in artificial intelligence. The company's mission is to develop AI that is beneficial to humanity, and its research focuses on a wide range of topics, including machine learning, computer vision, natural language processing, and robotics. Google AI has developed a number of products and services that use AI, including the Google Assistant, Google Translate, and Gmail's spam filter. The company is also working on developing new AI applications for healthcare, transportation, and other industries.

Clarifai is a full-stack AI platform that provides developers and ML engineers with the fastest, production-grade deep learning platform. It offers a wide range of features, including data preparation, model building, model operationalization, and AI workflows. Clarifai is used by a variety of companies, including Fortune 500 companies and startups, to build AI applications in a variety of industries, including retail, manufacturing, and healthcare.

Anthropic is a research and deployment company founded in 2021 by former OpenAI researchers Dario Amodei, Daniela Amodei, and Geoffrey Irving. The company is developing large language models, including Claude, a multimodal AI model that can perform a variety of language-related tasks, such as answering questions, generating text, and translating languages.

Google DeepMind is a British artificial intelligence research laboratory owned by Google. The company was founded in 2010 by Demis Hassabis, Shane Legg, and Mustafa Suleyman. DeepMind's mission is to develop safe and beneficial artificial intelligence. The company's research focuses on a variety of topics, including machine learning, reinforcement learning, and computer vision. DeepMind has made significant contributions to the field of artificial intelligence, including the development of AlphaGo, the first computer program to defeat a professional human Go player.

Zephyr 7B is a state-of-the-art language model developed by WebPilot.AI with 7 billion parameters. It can understand and generate human-like text with remarkable accuracy and coherence. The model is built upon the latest advancements in natural language processing and machine learning, trained on a vast corpus of text data from diverse sources. Zephyr 7B offers capabilities such as natural language understanding, text generation, language translation, text summarization, sentiment analysis, and question answering. It represents a significant advancement in natural language processing, making it a powerful tool for content creation, customer support, research, and more.

Datature is an all-in-one platform for building and deploying computer vision models. It provides tools for data management, annotation, training, and deployment, making it easy to develop and implement computer vision solutions. Datature is used by a variety of industries, including healthcare, retail, manufacturing, and agriculture.

Interesting Engineering is a website that covers the latest news and developments in technology, science, innovation, and engineering. The website features articles, videos, and podcasts on a wide range of topics, including artificial intelligence, robotics, space exploration, and renewable energy. Interesting Engineering also offers a variety of educational resources, such as courses, workshops, and webinars.

Caffe is a deep learning framework developed by Berkeley AI Research (BAIR) and community contributors. It is designed for speed, modularity, and expressiveness, allowing users to define models and optimization through configuration without hard-coding. Caffe supports both CPU and GPU training, making it suitable for research experiments and industry deployment. The framework is extensible, actively developed, and tracks the state-of-the-art in code and models. Caffe is widely used in academic research, startup prototypes, and large-scale industrial applications in vision, speech, and multimedia.

Tech Xplore is a leading source of science and technology news, covering the latest breakthroughs in research and innovation across a wide range of disciplines, including artificial intelligence, robotics, computer science, and more. The website provides in-depth articles, interviews with experts, and up-to-date information on the latest developments in the field of AI and its applications.

Analytics India Magazine is a leading publication covering the latest advancements in artificial intelligence, data science, and machine learning. The website provides in-depth analysis, interviews with industry experts, and insights into the impact of AI on various sectors. It also hosts events and conferences that bring together professionals and thought leaders in the field.

AlphaSignal is a leading technical newsletter in the field of Artificial Intelligence (AI), providing a daily 5-minute summary of the latest breakthrough news, models, research, and repositories. It aims to keep AI developers and researchers up to date with the most relevant topics discussed by top researchers in the industry. The newsletter covers state-of-the-art projects, notebooks, and GitHub repositories, offering valuable insights for practitioners in the AI domain.

Luminal is a powerful AI copilot that helps users clean, transform, and analyze spreadsheets 10x faster. It offers fast and efficient data analysis capabilities, enabling users to perform complex operations and run AI-enabled tasks using natural language. With Luminal, users can visualize data, ask complex questions, and clean and format spreadsheets effortlessly. The application supports multiple languages, provides secure data hosting with encryption, and offers simple pricing that scales with user needs.

TubeBuddy is an AI-powered YouTube channel growth tool designed to assist creators in optimizing their videos, thumbnails, titles, and tags. It offers a suite of AI, SEO, bulk processing, and workflow tools to support creators at every stage of their journey. With features like Thumbnail Analyzer, A/B Testing, and Keyword Explorer, TubeBuddy helps creators increase views, subscribers, and engagement on their channels. The platform also provides community management tools, data analytics, and tutorials to help creators succeed on YouTube.

BlockSurvey is an AI-driven survey platform that enables users to create, analyze, and manage surveys with a focus on data privacy and ownership. The platform offers end-to-end encryption, AI survey creation and analysis features, anonymous surveys, token-gated forms, and white-label customization. BlockSurvey empowers users to collect actionable insights securely, protect their reputation, boost trust and credibility, elevate brand status, and engage respondents with immersive survey experiences. With a strong emphasis on privacy and user control, BlockSurvey is designed for Web3 companies and individuals seeking data security and integrity in survey solutions.

Aitodata.com is an AI-powered data analysis tool designed to help users analyze and visualize data efficiently. The platform offers a user-friendly interface that allows users to upload datasets, perform various data analysis tasks, and generate insightful visualizations. With advanced AI algorithms, aitodata.com simplifies the data analysis process and provides valuable insights to users across different industries. Whether you are a data scientist, business analyst, or student, aitodata.com can assist you in making data-driven decisions and uncovering hidden patterns in your data.

RideAI is an innovative AI tool designed to enhance the experience of ride-sharing services. By leveraging advanced artificial intelligence algorithms, RideAI optimizes routes, predicts demand, and improves overall efficiency for both drivers and passengers. With real-time data analysis and smart decision-making capabilities, RideAI aims to revolutionize the ride-sharing industry by providing a seamless and convenient transportation solution.

AutoGPT is an AI tool designed to provide advanced natural language processing capabilities for various applications. It offers cutting-edge AI technology to transform industries and shape the future. With features like supercharged AI upgrades and social media success guides, AutoGPT is a powerful tool for businesses and individuals looking to leverage AI for their projects.

WiseData is an AI Assistant for Python Data Analytics designed to help Data Analysts and Data Scientists be 2X more productive. It offers features like data transformation with natural language, data visualization with natural language, and data transformation with SQL. WiseData ensures privacy by not sending analyzed data to its server and protects transmitted prompts and suggestions through encryption. It is a valuable tool for simplifying complex data analytics tasks and enhancing productivity.

Microsoft Azure is a cloud computing service that offers a wide range of products and services for businesses and developers. It provides global infrastructure, FinOps capabilities, customer stories, and innovation insights. Azure features include virtual machines, AI services, Kubernetes service, Cosmos DB, and more. The platform supports hybrid and multicloud solutions, analytics, application development, and modernization. Azure also offers resources, pricing tools, and partner programs. With a focus on AI and machine learning, Azure enables responsible AI development and secure cloud solutions. The platform caters to IT professionals, developers, data analysts, business leaders, startups, and students, offering a comprehensive suite of tools and services.

CEBRA is a machine-learning method that compresses time series data to reveal hidden structures in the variability of the data. It excels in analyzing behavioral and neural data simultaneously, allowing for the decoding of activity from the visual cortex of the mouse brain to reconstruct viewed videos. CEBRA is a novel encoding method that leverages both behavioral and neural data to produce consistent and high-performance latent spaces, enabling the mapping of space, uncovering complex kinematic features, and providing rapid, high-accuracy decoding of natural movies from the visual cortex.

CyberRiskAI.com is a website that is currently under development and is registered at Dynadot.com. The website is expected to offer services related to cyber risk management and artificial intelligence in the future. With a focus on cybersecurity and risk assessment, CyberRiskAI.com aims to provide innovative solutions to help businesses mitigate cyber threats and protect their digital assets. The platform is designed to leverage AI technologies to analyze and predict cyber risks, enabling users to make informed decisions to enhance their security posture.

ChatCSV is a personal data analyst tool that allows users to upload CSV files and ask questions in natural language. It generates common questions about the data, visualizes answers with charts, and maintains a chat history for reference. The tool is useful across various industries like retail, finance, banking, marketing, and more, helping users understand trends, customer behavior, and conduct data analysis effortlessly.

Lime is an AI-powered data research assistant designed to help users with data research tasks. It offers advanced capabilities to streamline the process of gathering and analyzing data, making it easier for users to extract valuable insights. Lime is equipped with cutting-edge AI technology that enables it to handle complex data research tasks efficiently and accurately. With Lime, users can save time and effort in conducting data research, allowing them to focus on making informed decisions based on the insights generated.

Business Automated is an independent automation consultancy that offers custom automation solutions for businesses. They provide services to streamline processes and increase efficiency through the use of tools like GPT, Airtable, and more. The website also features tutorials and products related to automation and AI technology.

Sommify is an AI sommelier application designed to help companies sell wine by creating memorable experiences for customers. The application addresses common issues in the wine industry such as customers' preferences, lack of information, and hesitation to ask questions. Sommify leverages AI technology and data analysis to automate wine pairing, generate valuable insights, and assist customers in finding the perfect wine match. Trusted by industry leaders and backed by investors, Sommify aims to revolutionize the wine purchasing experience through personalized recommendations and tailored solutions.

Airwiz is an AI data analyst tool designed to revolutionize data analysis experiences for users of Airtable. It offers seamless integration with Airtable, providing intuitive AI data analysis without the need for complex setups. Users can unlock Python-level data insights by simply asking questions, eliminating the requirement for coding skills. Airwiz delivers instant, actionable results, serving as an on-demand AI data analyst. The tool has received positive feedback from professionals, highlighting its transformative impact on data analysis processes across various roles.

The website provides conversion examples and startup strategies backed by data analysis of successful companies. It offers AI-customized takeaways for startups, product psychology cheat sheets, and insights on product strategies for growth and success. The platform aims to help founders and product teams make informed decisions and optimize their business strategies.

Coqui Coqui is a website that is shutting down and expresses gratitude for the support received. The site mentions collecting and processing personal information for visitor statistics and browsing behavior. It also includes links to resources, terms & conditions, privacy policy, support, community, and contact information. The website is made with love in Berlin.

Aimerce is a platform designed to help Shopify brands maximize their revenue in a cookieless world. It offers innovative solutions to navigate the challenges of digital marketing and e-commerce, ensuring brands can thrive in the evolving online landscape. Aimerce empowers businesses to adapt to changing consumer behaviors and market trends, providing them with the tools and strategies needed to succeed in the competitive e-commerce industry.

AI Studio is an advanced AI application that empowers users to build powerful AI systems effortlessly. By combining a variety of top AI tools, AI Studio enables users to tackle their most challenging problems with ease. The platform offers a seamless user experience through a rich web UI and upcoming desktop version. With features like command line tools and comprehensive documentation, AI Studio is designed to streamline the AI development process for both beginners and experts.

OtterTune was a database tuning service start-up founded by Carnegie Mellon University. Unfortunately, the company is no longer operational. The founder, DJ OT, is currently in prison for a parole violation. Despite its closure, OtterTune was known for its innovative approach to database tuning. The website now serves as a research archive and provides access to its GitHub repository.

GuidedTrack is a powerful survey and web app builder that allows users to easily create highly interactive digital experiences such as web apps, educational modules, advanced surveys, prototypes, and more. It offers unmatched speed, flexibility, and affordability compared to other builders. Users can embed their creations anywhere without programming skills, integrate with various tools and services through its API, and receive expert hands-on support for guidance. GuidedTrack provides comprehensive templates for data collection, marketing insights, research, and education. It is praised for its speed in handling complex tasks and seamless interaction with APIs like Airtable.

Respell is an AI-powered platform that enables businesses to run their operations more efficiently by automating various workflows using advanced AI models. It offers a wide range of features such as AI automation for emails, lead management, content generation, and more. With Respell, users can leverage cutting-edge AI models from OpenAI, Anthropic, Cohere, and other providers to streamline tasks and decision-making processes. The platform ensures enterprise security with SOC II compliance and provides a user-friendly interface for creating custom AI-powered workflows without the need for coding.

System Pro is a web application that requires JavaScript to be enabled in order to run. It offers a range of functionalities and features to users, allowing them to perform various tasks efficiently. The application is designed to enhance user experience and streamline processes by leveraging the power of technology.

Microsoft AppSource is an AI-powered platform that helps businesses find and access a wide range of innovative applications to drive business outcomes and increase productivity. It offers solutions across various categories like AI, machine learning, analytics, collaboration, finance, marketing, and more. Users can explore and discover apps tailored to their specific business needs, enabling them to leverage existing resources effectively.

Lobe is a free and easy-to-use machine learning tool for Mac and PC that allows users to train machine learning models and deploy them to any platform of their choice. It provides a user-friendly interface for creating, training, and deploying machine learning models without requiring extensive coding knowledge.

Info Daily is an AI-powered news platform that provides personalized news content to modern professionals. It offers a wide range of news articles covering various topics such as technology, business, science, and more. The platform utilizes AI algorithms to analyze user preferences and deliver tailored news feeds that are relevant to their interests. Info Daily aims to keep users informed and up-to-date on the latest news and developments in a personalized and efficient manner.

tape it is an iOS app that offers an automatic denoiser for speech, music, samples, and field recordings. The app simplifies audio processing, providing a better platform for song ideas. The company is involved in active AI research to enhance its denoising capabilities. Founded by musicians and software enthusiasts, tape it is a small company with a passion for music and technology, operating from Berlin, Stockholm, London, and Los Angeles.

Kaba.ai is an AI-driven foundation that enables users to create and own a Human-like Model (HLM) that updates, retrains, and applies in real-time as users navigate their lives. The platform aims to mimic how humans function to fully harness the power of AI. Kaba offers features such as Human-like Models, Unified Experience, Full Ownership, Contextual Data, and a personalized journey focused on speed, security, and personalization.

Vidura is a prompt management system integrated with multiple AI systems, designed to enhance the Generative AI experience. Users can compose, organize, share, and export AI prompts easily. It offers features like categorizing and searching prompts, built-in templates, community sharing, and exporting responses to PDF & Word. Vidura aims to simplify the process of generating text and image content with AI, making it a productivity tool for Generative AI users.

Trieve is an AI-first infrastructure API that offers a modern solution for search, recommendations, and RAG (Retrieve and Generate) tasks. It combines language models with tools for fine-tuning ranking and relevance, providing production-ready capabilities for building search, discovery, and RAG experiences. Trieve supports semantic vector search, full-text search using BM25 & SPLADE models, custom embedding models, hybrid search, and sub-sentence highlighting. With features like merchandising, relevance tuning, and self-hostable options, Trieve empowers companies to enhance their search capabilities and user experiences.

Halogram AI is an uncensored and dynamic role-play AI for immersive storytelling and dynamic dialogues. It allows users to create, train, and interact with their own AI characters. The platform also provides a library of pre-trained AIs that users can explore and interact with.

Manticore Software offers a range of innovative AI tools, including Beekeepings, LegacyAI, and Weatherbot. Beekeepings is an iOS app tailored for beekeepers, providing essential tools for beekeeping activities. LegacyAI is a ChatGPT client for legacy Mac systems, offering AI-powered personal assistant capabilities. Weatherbot is a weather forecasting application for vintage Macintosh computers. The company focuses on leveraging AI to enhance user experiences across different domains.

EDGE is an AI-powered tool for editable dance generation from music. It utilizes a transformer-based diffusion model paired with Jukebox music feature extractor to create realistic and physically-plausible dances while remaining faithful to input music. The tool offers powerful editing capabilities such as joint-wise conditioning, motion in-betweening, and dance continuation. EDGE has been compared to other methods like Bailando and FACT, with human raters strongly preferring dances generated by EDGE due to its high-quality choreographies. The tool supports arbitrary spatial and temporal constraints, enabling users to create dances of any length and apply various motion constraints for dance generation.

ImageBind by Meta AI is a cutting-edge AI tool that revolutionizes the field of computer vision by introducing a new way to 'link' AI across multiple senses. It is the first AI model capable of binding data from six different modalities simultaneously, including images, video, audio, text, depth, thermal, and inertial measurement units (IMUs). By recognizing relationships between these modalities, ImageBind enables machines to analyze various forms of information together, advancing the capabilities of AI technology.

Local AI Playground (local.ai) is an AI management, verification, and inferencing tool that allows users to experiment with AI offline and in private without the need for a GPU. It is a native app designed to simplify the AI process, offering features such as CPU inferencing, model management, and digest verification. The tool is memory efficient and compact, with upcoming features including GPU inferencing and custom sorting. Users can start a local streaming server for AI inferencing in just 2 clicks, making it a versatile and user-friendly AI application.

Reiwaseda Inc. is a company specializing in creative production of videos and music, as well as artificial intelligence and software development. They offer SaaS solutions to automate tasks for creators and developers, fostering communication and collaboration. The company's flagship product, 'Ready,' streamlines video and music production from planning to execution. Through original content creation and collaborations with creators, Reiwaseda aims to enhance human creativity and storytelling. Founded in April 2019, the company has won business plan contests and secured funding for innovative projects, including the development of AI-powered tools like 'Audio Ready.' Reiwaseda continues to expand its reach through partnerships, events, and international programs, driving growth and innovation in the creative industry.

Betafish.js is a Chess AI application that allows users to play chess against an AI opponent. Users can set up the board using FEN notation, choose the side to play, and adjust the AI's thinking time. The application is created by Gavin and provides a challenging chess experience for players of all levels.

fal.ai is a generative media platform designed for developers to build the next generation of creativity. It offers lightning-fast inference and access to high-quality generative media models optimized by the fal Inference Engine™. Developers can fine-tune their own models, leverage the fastest AI inference engine for diffusion models, and benefit from the expertise of Fal's head of AI research, Simo Ryu, in implementing LoRAs for diffusion models. The platform provides a world-class developer experience and cost-effective scalability, allowing users to pay only for the computing power they consume.

Raman Labs is an AI tool that offers dedicated modules for computer vision-based tasks. It allows users to integrate machine learning functionality into their existing applications with just 2 lines of code, ensuring real-time performance even with high-resolution data on consumer-grade CPUs. The API is clean and minimalistic, robust to large-scale and resolution variations, and versatile, running on Python3 and Numpy. The tool adapts to the computing power of the system, supporting both CPU and GPU for different workloads.

Hugging Face is an AI community platform that facilitates collaboration on models, datasets, and applications within the machine learning community. It offers a wide range of tools and resources for developers and researchers to create, discover, and share machine learning projects. The platform aims to accelerate the development of AI technologies and foster innovation in the field of artificial intelligence.

Dobb·E is an open-source, general framework for learning household robotic manipulation. It aims to create a 'generalist machine' for homes that can adapt and learn various tasks cost-effectively. Dobb·E can learn a new task in just five minutes of demonstration, thanks to a tool called 'The Stick' for data collection. The system achieved an 81% success rate in completing 109 tasks across 10 homes in New York City. Dobb·E is designed to accelerate research on home robots and make robot assistants a common sight in households.

Inworld is an AI-powered platform that offers cutting-edge AI components and solutions for game development. It provides state-of-the-art AI components for games, AI-powered gameplay and mechanics, and AI-assisted workflows for game design and development. Inworld collaborates with leading companies like Ubisoft and NVIDIA to enhance player experiences, drive engagement, and increase immersion in gaming environments. With a focus on AI infrastructure, Inworld aims to revolutionize the gaming industry by delivering innovative solutions that cater to the evolving needs of game developers.

Roboto AI is an AI-powered platform that enables users to curate and analyze robotics data at scale. It offers features such as data management, actions to transform data, natural language search, signal search, and support for common data formats. Users can leverage AI capabilities to search and analyze their robotics data efficiently. Roboto AI empowers users to process data, collaborate with teams, and visualize insights from multiple log formats.

Voyager is an open-ended embodied agent powered by large language models, designed for lifelong learning in Minecraft without human intervention. It consists of three key components: an automatic curriculum for exploration, a skill library for storing complex behaviors, and an iterative prompting mechanism for program improvement. Voyager interacts with GPT-4 via blackbox queries to develop interpretable and compositional skills rapidly, showcasing strong lifelong learning capability and proficiency in playing Minecraft.

Mind-Video is an AI tool that focuses on high-quality video reconstruction from brain activity data obtained through fMRI scans. The tool aims to bridge the gap between image and video brain decoding by leveraging masked brain modeling, multimodal contrastive learning, spatiotemporal attention, and co-training with an augmented Stable Diffusion model. It is designed to enhance the generation consistency and accuracy of reconstructing continuous visual experiences from brain activities, ultimately contributing to a deeper understanding of human cognitive processes.

Kaggle is a platform for data science and machine learning enthusiasts to collaborate, learn, and compete. It offers a wide range of datasets, competitions, and notebooks for users to practice and showcase their skills. With a vibrant community of data scientists and experts, Kaggle provides a valuable resource for both beginners and professionals to enhance their knowledge and expertise in the field of data science and machine learning.

Salad is a distributed GPU cloud platform that offers fully managed and massively scalable services for AI applications. It provides the lowest priced AI transcription in the market, with features like image generation, voice AI, computer vision, data collection, and batch processing. Salad democratizes cloud computing by leveraging consumer GPUs to deliver cost-effective AI/ML inference at scale. The platform is trusted by hundreds of machine learning and data science teams for its affordability, scalability, and ease of deployment.

Jan is an open-source ChatGPT-alternative that runs 100% offline. It allows users to chat with AI, download and run powerful models, connect to cloud AIs, set up a local API server, and chat with files. Highly customizable, Jan also offers features like creating personalized AI assistants, memory, and extensions. The application prioritizes local-first AI, user-owned data, and full customization, making it a versatile tool for AI enthusiasts and developers.