Redis

Redis is an open-source, in-memory data store that provides access to mutable data structures via a set of commands. It is also a real-time data platform that functions as a blazing fast vector database, ML feature store, and data serving layer across a variety of workloads. Redis offers high performance and scalability, making it a popular choice for use in web applications and other use cases that require fast data access.

Tutorials

Boilerplates

Redis provides access to mutable data structures such as strings, hashes, lists, sets, and sorted sets. These data structures can be manipulated using a variety of commands that are sent over a simple protocol using TCP sockets. Redis also supports various advanced features such as transactions, Lua scripting, pub/sub messaging, and bitmap operations.

The solutions from Redis provide an additional range and capabilities to solutions built on transformer technologies. RediSearch, RedisJson, and other Redis modules allow for building the next generation of AI-Native software solutions.

Redis - Helpful Resources

Check it out to become Redis Master!

Redis

Redis website

Redis Docs

Documentation of Redis

Redis Repo

Open-source Redis repository

Redis Cloud

Redis Cloud Solution

Redis Clients

Connect Redis to your Project!

Redis Python Client

Python Client for Redis

python Redis Node

High-Performance Redis Client for Node.js

javascript Redis Go

Go Client for Redis

go Redis Ruby

Ruby Client for Redis

ruby

Redis - Boilerplates

Get started with Redis!

Redis x OpenAI - Q&A Project

How to utilize Redis to build a Q&A system with OpenAI?

python Paper Search App powered by Redis

Speed up your research with Redis!

Redis: AI Resources

List of projects/tools/ideas for using Redis with AI

Redis Tutorials

Explore the coding tutorials and how-to guides available on our website to help you get started and learn to build with Redis artificial intelligence technology

Efficient vector similarity search with Redis: a step-by-step tutorial

Vector similarity can be used to find similar products, articles and much more. In this tutorial, we will show you how to use Redis to index and search for similar vectors.

E-commerce chatbot build with Redis and Langchain: a step-by-step tutorial

In this tutorial, we will build an e-commerce chatbot that can query Amazon product embeddings using Redis and generate responses with Langchain.

Redis Hackathon projects

Solutions built with Redis that have been created during our hackathons by the members of our community

Miraa

Our app provides a fully digitalized package for our clients. We offer a range of services, including the creation of a logo, ads that can be used on social media platforms such as Facebook and Instagram, a website, and marketing videos. In order to enhance the quality of our videos, we use a technology called DeepFake. This technology generates faces which are then placed onto the video to create a more engaging advertisement. To create the ads, we use two different technologies called dalle and gpt3. Dalle is used to generate images, while gpt3 is used for text. The logo is also created using dalle for the image and gpt3 for the text under the image. For the website, we will use dalle for images and gpt3 to code the website itself. Additionally, we will be adding automation to our app to streamline the entire process. Impact:: Our app offers a comprehensive range of services that can potentially have a significant impact on the market. The fields in which our app can be used includes branding, digital marketing, web development, and video production.One potential way to use client data and requests of images for further work is to analyze the data to identify trends and patterns in the type of images that clients are requesting. This can help us to tailor our services to meet the specific needs and preferences of your clients. For example, if we notice that clients are frequently requesting certain types of images or logos, we could focus on developing more options in that style., our app has the potential to make a significant impact on the market and attract a wide range of clients.

Smart Health

Your personal health assistant. SmartHealth is capable of helping users quickly and easily access personalized health advice and guidance. By offering range of services such as symptom checker and personalized health tips to help users stay on top of their health and well-being. Who are We? SmartHealth is composed of passionate and talented team of Computer Science, Medical, Arts and Business individuals. Josh, Lizzie, Jason and Raj continue to apply the latest technology to improve Healthcare. How Do We Do It? We leverage the power of GPT3, Redis Vectorized DB, Python and React to provide you with an interactive, personalized health assistant. We put together a database of health conditions and their symptoms, causes, and treatments. By pairing our secure and personalized database with GPT3 we are able to help you understand your health without having to visit a doctor in person. Our Technologies We chose to use a future proof tech stack to get our ideas to become a reality, below are a few of the technologies we used.

AIKA the AI Kitchen Assistant

Are you tired of the same old meal planning routine that leaves you feeling uninspired and frustrated? Do you find yourself throwing out food that has gone bad because you don't know what to do with it? Say goodbye to these kitchen woes and hello to AIKA - the ultimate kitchen management app! AIKA is a game-changer for anyone who wants to eat healthy, delicious meals without the hassle of figuring out what to cook. It uses cutting-edge technology, such as Redis as its database and the powerful OpenAI GPT-3 API, to generate personalized recipes based on your inventory and preferences. Plus, with the app's smart shopping list feature, you'll never have to worry about buying unnecessary groceries again. Imagine being able to take a quick photo of your grocery receipt or inputting your inventory manually and having AIKA do the rest. The app learns your usage patterns and creates customized shopping lists and recipe suggestions that fit your lifestyle. And with the ability to save your favorite recipes in a beautifully-designed blog-style interface, you'll have access to meal ideas that are both tasty and visually appealing. Whether you're a student on a budget, a busy professional, or a weekend commuter, AIKA is the kitchen management app you never knew you needed. It's the perfect solution for anyone who wants to simplify their meal planning routine, reduce food waste, and save time and money in the kitchen.

Mentat

Mentat is designed to serve as an AI tutor for personal knowledge management, helping users to organize, connect, and make sense of their notes and ideas. One of the methodologies that Mentat employs is called Zettelkasten, which is a German term that roughly translates to "slip-box" or "card index." Zettelkasten is a note-taking and knowledge management system that was developed by German sociologist Niklas Luhmann. The system involves creating individual notes, or "slips," that are each focused on a single idea or concept. These notes are then linked together using a system of cross-referencing and tagging, allowing users to quickly find related notes and ideas. Mentat incorporates many of the key principles of Zettelkasten into its own methodology, including the emphasis on atomic notes (i.e., notes focused on a single idea or concept), the use of linking and cross-referencing to create connections between ideas, and the importance of creating a flexible, adaptable system that can evolve over time. By incorporating the principles of Zettelkasten into its design, Mentat aims to help users create a more efficient and effective system for managing their knowledge, and to encourage a more creative and insightful approach to thinking and problem-solving.

AIYu

Supercharge your business operation by using AI technology. We support small business by introducing smart automation into their daily business operation. We leverage different open AI stack and Redis in our implementation. We achieved 10x faster operation and manage to demo our product to our potential first customer.

Youcademy

Youcademy is a revolutionary platform that has the potential transform the learning industry. Our mission is to provide personalized, engaging and effective learning experiences to people worldwide, using the latest technology in AI and the science of learning. At Youcademy, we understand that every learner is unique, with different interests, backgrounds, and learning styles. That's why we've developed a platform that adapts to each user's individual needs, creating personal and engaging learning experiences. Our platform uses OpenAI’s and Google’s API’s to generate narrated slideshows that answer the user's questions, complete with relevant images and bullet points. If the user needs more help, they can ask follow-up questions, which generates an even more unique experience. The market for online education is massive, with an estimated global value of $319B in 2025. Our platform has the potential to disrupt this market by offering a more effective and customized learning experience than traditional online courses. Our platform offers a unique value proposition that sets us apart from other online learning platforms such as Khan Academy, YouTube, and Udacity. In addition to the individual user market, we aim to partner with educational institutions to provide our technology as an API. This will allow us to scale our impact and provide quality education to people with limited access to educational resources. With the future addition of AI-generated test questions and flashcards, users will be able to study more efectively and assess their understanding of the material. In summary, Youcademy is poised to revolutionize the online learning industry. Our unique approach to personalized learning, combined with the latest technology in AI, provides a compelling value proposition for individual learners and educational institutions. We are confident that our platform will make a significant impact on the education industry and we invite you to join us on this journey.

HealthyAI

HealthyAI is an AI-powered health diagnostic app designed to help people identify and manage their health issues. The app uses a combination of symptom analysis and medical knowledge to provide users with an accurate diagnosis and personalized recommendations for treatment. Users can input their symptoms, medical history, and other relevant information into the app, and HealthyAI will generate a diagnosis based on the data provided. HealthyAI uses GPT-3 model to analyse data and to generate a diagnosis as well as some possible home remedies that are relevant to the user, or to see a doctor when needed.. The app also monitors the patient symptoms over time, to see if they are improving or not.

MagiLink

Magilink's product is a powerful tool for rapid website development and prototyping. With its AI-powered component library and user-friendly interface, users can easily convert natural language text into functioning website components that can be further modified to suit their specific needs. Magilink's innovative tool enables users to accelerate website development, saving them time and resources. With its extensive component library and efficient conversion process, Magilink streamlines the website development process, empowering designers, developers, and creators to create high-quality websites with ease

Sight beyond Sight

Our website enhances online content accessibility for the visually impaired with a cost-effective text-to-speech service using contemporary AI tools. Current market solutions lack necessary amenities and are costly. Working on the website: > once the website loads, the user inputs the URL of the website to be analyzed > this website is parsed using Beautiful Soup to gather the meaningful text content available on the page > this content is passed to the OpenAI text-davinci-003 model as a prompt and a summary is generated for the same > this summary is read out to the user using Azure in natural human tone > next, the website is again parsed using Beautiful Soup with the aim to download relevant images on that website > these images are then analyzed using Google Cloud Vision API and feature labels describing the prominent objects/contents of that image are generated > these labels are passed as a prompt to the OpenAI text-davinci-003 model and a meaningful sentence is generated which describes the images > the prompt already includes a set of sample labels and outputs that the model can use to understand the format of the desired output. > the image description generated in the above step is then read aloud using Azure. For Redis: Redis caches URL results for up to 3 hours, if URL exists in cache, output is displayed/read aloud. Otherwise, website is processed for new output. Results are removed after 3 hours for possible content changes. It allows for fast data access making it suitable for high performance use cases. For voice control: > using space bar, user can ask queries regarding summary through available chatbot > above query is converted to text via speech recognition library of python > this text and the summary are given to the OpenAI text-davinci-003 model as a prompt and the query is resolved > the result is spoken out and if speech unrecognized, an error message stating to retry is read aloud

TaskMate

TaskMate is a solution that can be integrated into any website, providing AI-powered speech interaction with the website. AI plays a significant role in making the solution better because of natural language processing. Speech interaction can address the problems we have identified by providing hands-free interaction, increasing accessibility, improving productivity, and reducing cognitive load. Overall, speech interaction can make it easier to use your phone in a variety of situations and improve accessibility and productivity for all users. We believe that TaskMate has the potential to be a game-changer in the way people interact with websites.

MyThorch

MyThorch is a revolutionary document interaction app that leverages user behavior to embed vectors and store them in a Redis vector database. This process creates a long-term memory AI that truly understands the user's needs and preferences, leading to a highly efficient reading experience. The user uploads documents and the app filters for key points and also provide content the user cares about. The user can then select any part of the document to clarify further and track down references for specific parts of the generated document, ensuring accuracy and avoiding AI hallucinations. Using React for the frontend and Flask for the backend, we deliver a fast and efficient user experience. The GPT-3 API generates personalized documents based on user focus, while Redis stores previous interactions to reduce token input to GPT-3. Constant data collection helps us adapt to the user's needs for a personalized experience. Future plans include integration with Kindle, Kobo, Google, and Firefox, as well as partnerships with document management systems and cloud storage platforms. Our subscription-based business model offers premium features for $2/month. MyThorch is a game-changer for students, teachers, educators, and researchers, offering enhanced productivity and time-saving benefits.

Date Fight Club Love Combat

We used GPT-3 to create a Dating/Fighting simulation video game, giving AI a twist on it's implementation and creating a simulation of human interactions and emotions as a topic of study. Furthermore, we implemented a Finite State Automata controlled by an AI for the basis of our combat system instead of an already determined set of actions, bringing an element of randomness rarely seen in games. The characters use ChatGPT-3 to generate coherent responses and create inmersive scenarios. Using Emotion Analysis we plan to tie physical responses to the conversations in the future We hope to implement Whisper in the future to give a real voice to the conversations generated. Through this, we hope to determine whether AI can naturally integrate into flows of conversation indistiguishable from real interactions Current video games are using AI but not for the combat mechanics which is one of the more important and fun aspects on a video game We created a Finite State Automata that handles all our combat states but rather than being controlled by default AI, it is controlled by a more custom AI so every fight feels different and unique.

Hello History

We've created an app that lets people talk to AI avatars that can share knowledge and aid in education. Our app goes beyond text and offers users the ability to have video conversations with animated AI avatars. During the hackathon, we created a pipeline that generates video responses based on a single image and integrated Redis to provide factual answers. The app is already used in schools and we are in discussions with partnering with one of the largest textbook publishers who want to integrate our tech into their digital textbooks. The current prototype generates single video responses, and in the next iterations, we will make the response generation much faster and enable live video conversations with the avatars.

NuruNet

Nuru Net is a chatbot aimed at providing quick and easy access to educational resources for students in Sub Sharan Arica and Africa as a whole. The chatbot is accessible through WhatsApp and utilizes natural language processing to answer questions, provide explanations, and offer summaries of educational materials. With a focus on topics such as math, science, and English, Nuru Net aims to improve access to quality education and support the learning process for students in Uganda, especially those who may not have access to traditional educational resources. The chatbot also aims to address the issue of teacher shortages by providing an additional resource for students to turn to for academic support.

The Future of AI podcast

An artificial intelligence podcast that is written by ChatGPT, GPT-3.5, Open-AI davinci, and human assistance. The art is generated by Stable Diffusion, Open Journey, and Dall-E 2. It is read by Natural Readers text-to-speech and Lifelike Speech Synthesis Google Cloud. The platform used is Anchor.fm and the availability of the podcast are in Google Podcasts, Apple Podcasts, Amazon Music, Spotify, Castbox, Pocket Casts, RadioPublic, and Stitcher. The podcast description is: "Join us as we explore the rapidly advancing world of artificial intelligence, and what it means for our future. In each episode, we'll discuss the latest AI research and developments, and how they are poised to impact various industries and aspects of our daily lives. From self-driving cars to intelligent virtual assistants, we'll delve into the potential and the challenges of this rapidly evolving technology. Tune in to stay up-to-date on the future of AI and its impact on society." Created and written by Artificial Intelligences and Cyber World. Currently the podcast has 12 episode in season 1 which has one episode for introduction and special and it has 5 episode currently for season 2. AI has come a long way since its inception and has been widely used in various fields such as healthcare, finance, and transportation. AI-powered machines and systems have the ability to learn and adapt to new situations without the need for human intervention. This ability of AI has made it an integral part of various industries and has brought about significant changes in the way we work and live. The current state of the AI industry is quite promising. The AI market is expected to grow from $9.5 billion in 2018 to $118.6 billion by 2025. The adoption of AI is increasing at a rapid pace and is being used in a variety of applications such as image recognition, speech recognition, and natural language processing. The use of AI in healthcare has also shown promising results, with AI-powered systems.

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