Browse applications built on art technology. Explore PoC and MVP applications created by our community and discover innovative use cases for art technology.
GovGiggler is an AI-powered assistant transforming interactions with government services. It simplifies processes with smart document assistance, secure authentication, dynamic updates, and humorous chat support—making bureaucracy effort.
Check any exam, in less than a minute with AI generated reports and feedback!
ShelfCare is a Gemma2-powered intelligent agent designed to transform pharmaceutical inventory management. It addresses critical challenges such as stock shortages, overstocking, and manual effort by combining AI-driven decision-making.
An intelligent productivity assistant that helps you stay focused, organizes your recordings with speech diarization, and enables quick access to actionable insights from each session.
AI-powered tool to summarize meeting transcripts into key insights, decisions, and action points with support for text, PDFs, and live transcription. User-friendly and time-saving for better productivity.
Free Hands is a platform that teaches Brazilian Sign Language (Libras) to deaf children in Brazil, promoting inclusion through artificial intelligence. It combines technology and gamification, helping parents learn alongside their children.
Aplicación con extensión para navegador que optimiza la gestión de tareas, estructura ideas clave y planifica actividades con cronograma, basada en los aportes de sesiones virtuales y con capacidad de integrarse a diferentes aplicaciones.
"Let’s Start" is an AI-powered chatbot for startups and SMEs, using IBM Watson Assistant to provide tailored guidance, step-by-step support, and region-specific resources, simplifying business registration, funding, marketing, and growth processes.
WatsonX IT Support Assistant is an AI-powered virtual assistant that automates IT support, resolves queries, reduces downtime, and enhances user experience. It streamlines workflows, handles tasks, and ensures efficient issue resolution for businesses
Your Smart InsureX AI Insurance Assistant for TATA AIA Insurance plans
GeoBot NZ is intended to answer queries about earthquakes in New Zealand. It will answer both informational queries, and provide emergency/civil defence information for live situations.
RemyAI is your Assistant Sous Chef to help you discover, prepare, and enjoy healthier meals, whether you’re a beginner or a pro.
A three-tier smart tax assistant, that can help guide and provide insights specific to Pakistani Tax Laws, and also provide updated rate list, and calculations in both English and Urdu
BrightStart simplifies the navigation of child health resources. Empowering parents and healthcare workers to navigate public health information with confidence and quick clarity.
LUMA AI is assistive technology solution designed to address multiple accessibility challenges through one unified app
AgroAI is a cutting-edge web application designed to empower farmers with AI-driven insights for informed agricultural decisions. Utilizing LLaMA 3.2, the app offers real-time advice on crop management, disease control, and optimal planting
An AI-powered solution revolutionizing contract negotiations by providing smart analysis, risk management, and seamless edge device integration for faster, more efficient decision-making
In-Car AI Agents aims to revolutionize the driving experience by enabling cars to intelligently interact with users without relying on Wi-Fi or cloud-based services. Our solution brings offline voice recognition and edge AI capabilities to vehicles.
Aptimi-A is your all-in-one study partner, integrating personalized study plans, focus tools, and PDF editing to streamline learning. With features like task management and progress tracking, it enhances productivity and transforms the study experience!
Chat2Chart is the data analyst's AI helper. It allows you to ask questions against your excel file in natural language. The helper will provide an appropriate response - either as a plot or in numerical format
An innovative tool that leverages AI technology to generate, analyze, and visualize research papers, enhancing productivity and quality for researchers and students alike.
ASPIR Strawberry FinStart introduces a groundbreaking interactive case study that leverages vector databases to track learning progress and simulate business growth through engaging real-time dialogue.
Dance Agency offers AI Agents for TikTok influencers: Dance Tutor, Chat Bot, Event Scheduler and Promotion Manager. Using Composio, Together.ai, Llama 3.1, and OpenAI, we streamline dance learning, content promotion, and scheduling.
Our Chatbot: a comprehensive solution offering live chat support for heart diseases, seamless appointment with doctor details, payment options & receipt generation. It also features an online appointment form and maintains chat history until page refresh.
An application that leverages neural networks to predict the likelihood of heart disease in users based on their health data.
Smartstudy is an AI-powered application that can summarize information, extract key points, generate quizzes based on information accessed, and also generate and debug code according to user requirements.
SMARTCITY PULSE uses IBM’s watsonx.ai create interactive digital model for cities that responds realtime events It enhances resource management predicts challenges and provides recommendations to improve daily life ensuring sustainability and efficiency
A group travel planning app that streamlines the process of coordinating trips. It allows users to connect calendars, visualize group availability, get AI-powered scheduling suggestions, and collaboratively plan itineraries with booking.
The prototype improves the accuracy of 2D to 3D image conversion for critical applications. Besides, it manages the processing demands and costs associated with AI implementation and transforms flat images into detailed three-dimensional representation.
This Nutrition Bot will help users to personalize their diet plan, workout and recommend diet nutrition according to their needs. This contributes to education research, and personalized recommendations, and provides easy access to nutrition information.
Mindful Eye Healthcare and Mental Healthcare using AI
Senu is an AI Startup Copilot taking entrepreneurs from 0 to 1
docXmart is your intelligent multilingual assistant for all document-related tasks. Upload docs in .txt, .md, .pdf, .docx formats and get summaries, highlights, translations, alot more. Enjoy a user-friendly experience with a simple drag-and-drop feature.
This Streamlit app is an AI-powered travel Agent that generates personalized travel itineraries using AI71. It automates the process of researching, planning, and organizing your dream vacation, allowing you to explore exciting destinations with ease.
AT Gen: Your Creative Partner for Crafting Engaging Article Titles
Senu: Startup Copilot guides startups through expert assessments, roadmap development, and action recommendations, boosting their odds of success and helping investors track high-potential ventures.
AI-powered supply chain risk management tool. Combines historical data analysis with real-time news interpretation using advanced language models. Provides risk assessments and actionable recommendations to mitigate disruptions and optimize operations.
Elevating your career with AI-driven resume analysis and interview prep.
Develop a web app that automates the analysis, summarization, and extraction of key information from business documents, enhancing productivity and decision-making.
FinSav is a cutting-edge AI powered by advanced language models designed to answer all your finance-related questions. Whether you're looking for market trends, investment advice, or financial planning tips, FinSav is here to help.
Smart Coder is an an AI-powered assistant using Codestral to automate code reviews, generate intelligent snippets, create comprehensive test cases, and produce detailed documentation.
Turn project ideas into visual plans! This AI tool uses chat to understand your project scenario and generates Gantt and PERT charts for scheduling. Edit the charts with prompts for real-time adjustments.
Smart Coder is an AI-powered assistant build using Codestral to automate code reviews, generate intelligent snippets, create comprehensive test cases, and produce detailed documentation. It enhances code quality and speeds up development.
Smart Photos: Revolutionize your image storage and search with our pioneering platform that intelligently enhances how you find and manage pictures.
Our platform integrates with Continuous Glucose Monitors (CGM) to help diabetics manage their health through real-time glucose tracking, personalized insulin dosage, and AI chatbot support.
Quick and effective solution to help users with medical advice, providing possible issues, how long the issue will last for, what the user can do to help themselves, and when/if they should see a doctor.
Smarty Pants UI significantly speeds up the front-end development experience
fAIble bud TV is an Amazon Alexa voice-driven application that teaches young children important values and morals through on-demand, highly personalized, unique, and relatable AI-narrated fables.
Catcher is an AI-powered Literary Scout that revolutionizes book discovery for publishing houses. It analyzes manuscripts for style, relevance, and cultural fit, providing efficient, customizable reviews to catch the next bestseller.
EZ-Read is a GenerativeAI comic book creation tool for creatives wanting to easily build their own comic books
Kickstart your projects and hackathons with our 1 Stop Solution for project setup. Setup GitHub repositories, Discord servers, Trello Kanban boards, Google Sheets schedules, etc. for hackathon teams and small to medium-sized tech companies.
Smart Meeting Scheduler is a modern web application designed to streamline meeting management. It offers user-friendly scheduling, notification features, and seamless integration, enhancing productivity for individuals and teams.
Wicebot is a versatile Slack bot offering sector-specific customization, file analysis, tts, sts, image creation, code completion, translation, sentiment analysis, stock analysis, expense mgt, Twitter integration, travel planning, and PPT creation.
ÀṢÀ aims to preserve and promote local languages(Yoruba) through image generation & interactivity. An app bridging cultures, preserving heritage, and fostering communication.
Préservez et promouvez les contes locaux à travers une application générant des illustrations et des vidéos à partir de textes, favorisant ainsi le patrimoine culturel et le tourisme.
Extraires des informations sur des savoirs faire locaux à partir d audio en langus locales et illustrer chaque étape de ces processus grace a des images
AiMinds is a revolutionary application designed to facilitate communication between the local and Western languages of Benin by breaking down linguistic barriers through language detection and audio/textual translation.
Itumo est une application qui permet aux citoyens béninois d'accéder à du contenu audiovisuel dans leurs langues locales. Grâce aux sous-titres en fon et au doublage en yoruba. Itumo préserve et célèbre la diversité linguistique et culturelle du Bénin
ArtiBénin : Inspiration visuelle et outils de communication pour les artisans, favorisant les échanges avec les touristes.
Orile, application pour découvrir le Bénin! Découvrez des monuments, et l'histoire grâce à l'IA, obtenez des parcours personnalisés, apprenez et traduisez des audios pour communiquer avec les autochtones. Explorez le Bénin comme jamais!
Iyoro, une initiative pour un tourisme immersif au Bénin. L' Intelligence artificielle et la réalité augmentée pour briser les barrières linguistiques, en explorant l'histoire et le patrimoine culturel béninois pour un tourisme durable et inclusif.
Une application web utilisant l'IA permettant le doublage et le sous-titrage de vidéos dans diverses langues, y compris le Fon et le Yoruba.
Segun est un guide touristique virtuel basée sur l’IA. Grâce à cette technologie, nous offrons une assistance en temps réel, des recommandations personnalisées et un apprentissage linguistique aux touristes
Nùɖúɖú is a chatbot built for anyone interested in exploring and enjoying the rich culinary heritage of Benin. It offers speech to image as well as text to image generation about the local food of Benin (Atassi, Amiwo)
Une plateforme intégrant un bot multimodal basé sur des agents d'intelligence artificielle pour fournir des informations utiles et actualisés sur les sites touristiques du Bénin et comprenant aussi bien à l'écrit qu'à l'oral.
Viable Trends* per day on day occurrence across a few sectors.
Our project is designed to empower lawyers by revolutionizing the process of legal research and case preparation
EcoFactor revolutionizes manufacturing with AI to optimize sustainability, ensuring eco-friendly production and compliance with global ESG standards.
The smart waste classification project utilizes AI and image recognition via Claude 3 Opus API to classify waste instantly (recyclable, compostable, general waste) and offers personalized waste reduction insights.
"Play It" transforms image uploads into interactive lessons on musical instruments, combining Claude 3 AI's insights with user-friendly engagement for all ages.
An AI-driven platform for exploring, creating and protecting original humor. Discover joke trends, author original content, and leverage NLP to ensure authenticity.
SmartTraffic is an innovative project aimed at revolutionizing urban transportation through the power of artificial intelligence. By harnessing cutting-edge technology, SmartTraffic seeks to optimize traffic flow in cognitive cities.
The objective of this presentation is to introduce the Smart Waste Bot, a user-friendly chat assistant with expertise in waste management, focusing on domestic waste disposal guidance and community waste management recommendations.
Transform your lifestyle with AI-powered insights for mindful consumption and sustainable choices. EclAI addresses eco conscious comsumer problems by providing accessible, personalized guidance that helps simplify the complexities of ecofriendly shopping
An engagement platform where citizens can contribute to the development and prosperity of a city.
An Advanced AI-driven solution for enhancing manufacturing efficiency and sustainability, ensuring ESG compliance, while helping manufacturers reduce production costs and perform product optimizations effortlessly.
MarMar is solving the polypharmacy problem & revolutionizing medication management with AI, offering personalized advice on drug interactions to ensure safety and optimize health outcomes.
Transform text into flowcharts effortlessly! Our solution, powered by OpenAI and Trulens, simplifies complex concepts into visual diagrams with just a few clicks. Say goodbye to tedious manual charting and hello to streamlined communication.
Athena, a GPT-4 powered multimodal voice assistant on a tablet, designed to enhance customer interactions in retail shops, art galleries & educational institutions settings through personalized recommendation, instant assistance, and quick FAQ responses.
AI Powered Dream Interpreter - a dream diary app where users write down their dreams. GPT-4 will explain these dreams and connect them to common psychological ideas. DALLE will make pictures of the dream parts, turning them into a visual dream book.
Boost productivity of your IT Support and Employees with SolvIT: quick answers for complex IT queries on tools such as Cisco Duo MFA, VPN, Antivirus, etc., reducing search time for employees. Share screenshot image errors to get relevant help instantly!
A map application with parties around you. You can attend, create character and chat with others. Except some are AI bots and some are real human. Your goal, to get points is to guess who is real and who is human based on their chat!
"Smart Crop Advisor: Empowering farmers with real-time solutions. GPT-4 Vision analyzes crops, Assistants API provides insights, and Text to Speech ensures accessibility. Revolutionizing agriculture."
Noobies.ai - Your Ultimate Content Creation Wingman.
AI-Enabled Hands-Free Charting for Physicians and Patients.
This is an agent simulated group therapy session providing a safe, judgment-free environment, allowing for open exploration of sensitive topics.
Revolutionizing urban planning with 'Polisplexity Cities Token Models and Simulation', integrating blockchain tokens into city dynamics for transparent, decentralized urban management and enhanced community engagement, powered by AI and VR simulations.
A prototype to turn our app user’s storyboards in to “living storyboards”, known in Hollywood when connected together as pre-viz (pre-visualization).
Image generated with SDXL + A111 // Animation generated with Video Stable Diffusion + ComfyUI Edited in Adobe After Effects // Music by ComaStudio from Pixabay // LAIA, 2023
Prototype for a multiplayer drawing game which utilizes Gemini text + image input
AGYIntelligence revolutionizes enterprise solutions by creating multi-agent environments where each AI agent possesses an unlimited context window, ensuring unparalleled depth and breadth in data analysis and decision-making.
A GPT trained with AI generated images as dataset. The idea is to curate it, retrain a new model, and for it to be capable of Create a "Style", and tag the information in it for later iterations
Erik: Master AI for consistent, stylish comic book illustrations.
Revolutionize prompt engineering with SPARK - your AI-powered assistant for crafting effective prompts, enhancing AI interactions, and unlocking model potential.
A swarm of autonomous agents that can perform amazing feats and functions. These agents are accessible and interactive within Discord,
Artificial Medical Imaging (AMI) is a technique to visualize the internals of the human body using artificial intelligence based on the patient’s diagnosis made by either real providers or generative AI algorithms.
Create an Art Director that functions as a creative assistant for generating content with Artificial Intelligence.
AISmartTask: Elevate coding with AI-driven task management. Prioritize, visualize, and optimize with integrated document parsing and timely notifications. Manage tasks on Telegram by text / voice. An LLM driven chatbot! Coded using Open-interpreter!
Our fusion of AI-driven storytelling and cutting-edge visual artistry revolutionizes the comic industry, captivating a broad and growing market of comic enthusiasts and creators.
Translates lyrics to preferred language chosen by the user.
This is a news collecting web scraper that can immediately translate foreign news sources into your native tounge instantly. Stay up to date with current financial and world events and the click of a button and keep your thumb on the pulse of the world.
Navi Lingua is a groundbreaking mobile app designed to be the essential guide for individuals relocating to a new country. It offers an array of features that focus on cultural integration, legal guidance, language assistance, and emergency preparedness.
SchoolCrusher is an educational chatbot offering a wide range of features, from study materials to homework solvers, aimed at helping students and teachers excel in education with 24/7 accessibility.
Create a real-time speech-to-speech translation application using SeamlessM4T
Audio pipeline for generating music via a chat interface using openai. With more time and prompting you can get the chat model the generate the art based on the chat model's prompts to generatively create art and musicfor D&D style games
PoeticaPic aims to offer users the ability to transform their images into exquisite works of art.
It makes video creation as easy as having a conversation. Simply chat with our AI assistant to design your video, from slide content to animations. Add voiceovers, images, and text through a user-friendly chat interface.
Simply help automatically create art for a given email, blog post or video using Midjourney automatically.
Your AI Personalized Stylist Agent. Revolutionizing fashion with AI: Try on clothes virtually, get personalized style advice.
This project involves the full cycle from 3D design to printing the object. OpenAI's shap-e and gpt4all were used in a streamlit application to generate an avocado-shaped flower vase from the recycled plastic filament.
Polisplexity uses 3D AI for advanced urban planning, blending human simulations for true city dynamics. It equips leaders to craft efficient, sustainable, and vivid urban spaces.
Using generative AI to produce a visual manifestation of a concept, in order to help frame and focus the discussions of a team tasked with making an important decision.
Archiflow: Revolutionizing architecture through AI. Transform ideas into 3D wonders with a text. Design, collaborate, and explore in VR and AR.
Blending AI and math to create captivating art that bridges science and creativity.
Meet Citrine, an AGI Twitch streamer who has access to a full Linux computer! Isekai Engine lets you create the ultimate programming tool -- eventually. For now, it will teach us how close we are getting to AGI as Citrine fumbles through the virtual world
CreatiVerse is a cutting-edge AI project technology aimed to provide an innovative solution to empower elementary school teachers in creating captivating poems and stories for their students, along with images and lyrics.
Project Gutenborg uses AI text-to-speech models to turn Project Gutenberg's text files into captivating audiobooks. Choose from various voices to personalize your audiobook experience, and unlock the world of classic literature in a whole new way.
StreetSmart - a groundbreaking web application designed to teach individuals who are visually impaired pedestrian safety, orientation, and mobility skills
Unlock Timeless Bonds - MemoriesRevive: Hear Your Loved Ones Again with Revolutionary AI Voice Cloning!
A fully autonomous AI-generated toolkit for playing, running, and generating a game. What kind of game? Any kind of game you want.
fAIble bud is an Alexa Skill that allows you to create unique custom fable on demand for the little ones. You specify what moral or lesson be learnt and the skill will generate a unique fable for you in familiar and unfamiliar voices!
Strategic Thinking Systems (STS) lies at the convergence of AI, cognitive science, spatial and web3, and voice! It facilitates the organization and communication of thoughts in the context of important decisions, putting users in charge of their content.
Story explorer is an advanced story researcher AI with an expansive knowledge base that covers countless works of world literature and pop culture.
AI-Powered Discord Bot that helps you pick the right AI tool as per your need
Poem2Pic: What picture does your poem paint? With Poem2Pic, generate an image based on a very short summary of your poem!
An intelligent chatbot that will help the kid to understand their work. This will not provide the answer to the problem which the kid will ask, instead it will explain the problem using examples and scenarios, enabling kids to learn effectively.
Storyboard is a web app to generate narratives. Leveraging PaLM2 for text and EfficientNetV2 for images, it transforms uploads into storylines. Users choose the genre for personalized stories, democratizing storytelling for personal growth and connection.
An automated survey generation program that can generate user-specific directed questions
Choreographer AI is a platform where you can ask questions to the top choreographers of the world.
The Anime.ai, Naruto companion project creates an accountable and trustworthy chatbot with a Naruto character, providing personalized guidance and support for users' personal growth and fostering genuine connections.
Using Vertex AI text-generation models to recommend literary pieces published by literary journals to a wider audience who is too busy to explore the fabulous literature published by small, independent journals. We make this exploration easy.
Financial advisor that demystifies stock investing by providing real-time updates, dynamic visuals, and data insights. An accurate, cost-effective alternative to existing financial AI Agents, leveraging Google Vertex AI and MongoDB Vector Search.
We have developed a demo chatbot called RichieBot assisting Richie Bank customers.We call this as Smart Routing, which summarises the interaction & determines the best Queue for handling complex queries from user using Text-Bison, Chat-Bison-001 AI models
Smart AI Text Editor that can generate content based on the written data & also: Fix grammar, Paraphrase it, and Improve your Text. Can also summarize links as well.
SQLGenius is a smart tool that assists C-Suite executives in querying databases in the plain English language and returns retrieved results with an option to download the data in CSV format and visualization if needed.
An AI powered Tourist Guide Application that converts any famous art name to an audio.
LAIbles part of Workdocs Viewer (pronounced Labels) is an app for categorising, with AI-generated labels, monday.com workdocs to make it easier to search for monday workdocs across your monday instance.
State of the art AI model for generating photorealistic image from a simple text prompt.
Imagine your fictional character and chat with them using ttya. Using mid-journey and GPT 3.5, we enable users to generate their imaginary fictional characters and allow them to talk to them using our chat ability.
AI Smart Forms will help monday.com users to save time in their WorkForms flow by helping them communicate with form respondents and automate the analysis and categorization of qualitative information.
Our project is a custom resume creation tool powered by AI Agents and web scraping. It simplifies resume writing by generating tailored resumes that align with job requirements, saving time and effort for job seekers.
We are a team of skilled Nigerian developers committed to pushing the boundaries of AI integration with our Smart Customer Support Chatbot!
We've harnessed Claude AI's power for providing summarization and Q&A responses to texts in our educational mobile app SmartSnap.
stable diffusion prompts generated by llm command, and after the img generated by SD, still can use the img2img prompts generated by llm command.
ImagiLingo: The ultimate creative tool! Generate stunning images and elevate your writing with our powerful image and language modules. Unleash your imagination and enhance your content creation process with ease.
Our AI-powered app transforms your pet’s photo into a creative portrait in minutes! With custom portraits and distinct art styles tailored specifically for pets, you can turn any photo of your beloved pet into a gallery-worthy masterpiece!
A Web app to create and enhance Images. The app also suggest prompt that can be used to create images and more.
How would a physical interface to Stabel Diffusion feel like? Let's explore that idea using MIDI controllers!
Environment is wealth. Preserving our trees and natural resources are important for our future generations sustainability. Gloob-Earth enlighten us.
Karma AI is a user-friendly art generator app that uses AI to make text-to-image synthesis accessible to everyone. Instead of typing a prompt, users can create unique artwork with just a few clicks.
We developed a prototype that uses NLP and Stability.ai to regenerate your dreams and visualizes them in a small booklet.
Articulator is an interactive tool for generating and curating art. The story behind the art is as valuable as the art itself. Integrating a multimodal chatbot with quality generated images can enhance the creative process for users of all kinds.
A smart YouTube thumbnail generator using SDXL image synthesis and GPT powered text optimization to create stunning, high-converting thumbnails.
Prompt Chef is an full-featured AI App platform for building and sharing powerful AI tools that are easy to use. Build with the web UI, save app recipes to your account, share, discover others' recipes, and generate using the latest image and text models.
Arty is an AI-powered art generator app with blockchain integration. Users can create art without connecting wallets, but can mint NFTs. Images created by Arty share a cohesive aesthetic for a stunning collection.
Our product takes in a job description and searches through a database to find the most relevant documents to give chatGPT context. Then it provides them interview questions. After the interview, the also get feedback based on a similar database
Our app is designed to address some common problems that students and learners face when trying to engage with lectures
SmartHealth solves the issue of slow, unreliable online medical information by using a very detailed and precise database. Combining our database with AI systems, such as GPT3, allows users to receive personalized medical information that is dependable.
Cleo is a smart assistant for businesses that provides personalized responses to text and voice inquiries. It offers insights into inquiries and sales analytics, identifies trends, benefits e-commerce, healthcare, financial, and educational institutions
Automated consultancy for Startup Founders who are seeking to incorporate AI or Blockchain technology into their business.
Assist students in their studies so that they can learn and practice efficiently
The Goal of this project is to make organizing information simpler and to minimize the amount of clicks/taps a user needs to save dates/todos/goals. Making it easier for a user to manage their life events and objectives using AI to categorize tasks and building UI based on tags.
Smarty quiets the noise around you so you can work peacefully to get things done. It is a personalized task planner that evaluates the importance and urgency of your tasks, then prioritizes and batches them rigorously so you can focus on accomplishing what matters the most.
According to research and statistics Hate speech has become a real issue in online communication, especially in online games and live-streaming platforms where users are shielded by their anonymity. This phenomenon discourages a lot of people from using those platforms. With this project our goal is to help already existing voice communication platforms combat hate speech, harassment and toxic behaviour. Our solution to this problem is to utilise each user's microphone in order to assess whether his speech is obscene, toxic, threatful, insulting etc. using cutting-edge Machine Learning tools like Whisper and text-classification models. Our target audience is Video-Game companies, live-streaming platforms and Social Media. We really think that our product can help them minimise hate speech in their communities and thus achieve higher Quality of service.
Imagine Art is an inspiration hub for all aspiring & existing artists. Using Co:Here's API playground, Imagine Art can generate a set of images that gives artists a starting point to their blank canvas. Type simple or complex English sentences, and Imagine Art will use AI to provide you similar prompts, which you can then select and land on the final set of pictures
Using the stable_baselines3 library, we tried to solve the problems proposed in the challenge. We used a Proximal Policy Optimization (PPO) Model. The Policy we used is a standard MLP. We tried to change the number of iteration to achieve a better performance.
Applied reinforcement learning for agent to play these 3 games: Cartpole, LunarLander, BiPedal Walker. We used the basic model of Environment -> State -> Agent -> Action to train our agent. We reward the agent for achieving an outcome that we want, while penalizing the agent for doing otherwise. After many iterations, our agents learns to clear the games.
I decided to study the impact of earthquakes in my country (Chile) and how to mitigate it. For that I came up with an idea called "Earthquake Guardians". It implies that some people (suscribed to a specific Twitter account) will look at the messages sent of earthquake alarms and decide to confirm or deny such alarm. The account will send messages based on a deeplearning model trying to predict earthquakes by using the Grillo open database https://registry.opendata.aws/grillo-openeew/. Since earthquake prediction can be tricky, we count on these guardians to let us know if the earthquake predicted is real or not (and in the process, label the data for future training). Of course, earthquake prediction is not a new idea, but with the guardians and their help, it can create a better system with constant feedback. Also, in highly seismic areas (like Chile) the smaller earthquakes could also be detected and taken into account for future training of the model. I wanted to mix the idea of deeplearning prediction in python, with the Twitter solution like this one (https://blog.twitter.com/en_us/a/2015/usgs-twitter-data-earthquake-detection). Sadly, I didn't have enough time but to only do some EDA with the data.