awesome-ai
A curated list of artificial intelligence resources (Courses, Tools, App, Open Source Project)
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Awesome AI is a curated list of artificial intelligence resources including courses, tools, apps, and open-source projects. It covers a wide range of topics such as machine learning, deep learning, natural language processing, robotics, conversational interfaces, data science, and more. The repository serves as a comprehensive guide for individuals interested in exploring the field of artificial intelligence and its applications across various domains.
README:
A curated list of artificial intelligence resources (Courses, Tools, App, Open Source Project)
If you want to contribute to this list (please do), send me a pull request or contact me [email protected]
- Courses & Articles
- Artificial Intelligence Company & Reseach Institute
- Artificial Intelligence Tools
- Books
- Development
- News
- Events and Conferences
- Jobs
- AI & ML Events - Discover the best upcoming hand-picked events in the field of artificial intelligence and machine learning
- Machine Learning - Stanford University This course provides a broad introduction to machine learning, datamining, and statistical pattern recognition. Taught by: Andrew Ng
- MIT Artifical Intelligence Videos - MIT This course includes interactive demonstrations which are intended to stimulate interest and to help students gain intuition about how artificial intelligence methods work under a variety of circumstances.
- Machine Learning - Basic machine learning algorithms for supervised and unsupervised learning
- Deep Learning for Natural Language Processing - University of Oxford This is an applied course focussing on recent advances in analysing and generating speech and text using recurrent neural networks.
- Deep Learning for Natural Language Processing -Stanford University Natural language processing (NLP) is one of the most important technologies of the information age. Understanding complex language utterances is also a crucial part of artificial intelligence. Applications of NLP are everywhere because people communicate most everything in language: web search, advertisement, emails, customer service, language translation, radiology reports, etc.
- Machine Learning - Cornell University This course will introduce you to technologies for building data-centric information systems on the World Wide Web, show the practical applications of such systems, and discuss their design and their social and policy context by examining cross-cutting issues such as citizen science, data journalism and open government. Course work involves lectures and readings as well as weekly homework assignments, and a semester-long project in which the students demonstrate their expertise in building data-centric Web information systems.
- Deep Learning Explained - Microsoft This course provides the level of detail needed to enable engineers / data scientists / technology managers to develop an intuitive understanding of the key concepts behind this game changing technology.
- Machine Learning: Regression - University of Washington In our first case study, predicting house prices, you will create models that predict a continuous value (price) from input features (square footage, number of bedrooms and bathrooms,...). This is just one of the many places where regression can be applied.
- Machine Learning: Clustering & Retrieval - University of Washington A reader is interested in a specific news article and you want to find similar articles to recommend. What is the right notion of similarity? Moreover, what if there are millions of other documents? Each time you want to a retrieve a new document, do you need to search through all other documents? How do you group similar documents together? How do you discover new, emerging topics that the documents cover?
- Neural Networks for Machine Learning -University of Toronto with Geoffrey Hinton Learn about artificial neural networks and how they're being used for machine learning, as applied to speech and object recognition, image segmentation, modeling language and human motion, etc. We'll emphasize both the basic algorithms and the practical tricks needed to get them to work well.
- Machine Learning With Big Data -University of California, San Diego Need to incorporate data-driven decisions into your process? This course provides an overview of machine learning techniques to explore, analyze, and leverage data. You will be introduced to tools and algorithms you can use to create machine learning models that learn from data, and to scale those models up to big data problems.
- Data Science & Machine Learning - Unlock Data Insights: Comprehensive Data Science & Machine Learning Course.
- Introduction to Artificial Intelligence -UC Berkeley This course will introduce the basic ideas and techniques underlying the design of intelligent computer systems. A specific emphasis will be on the statistical and decision-theoretic modeling paradigm.
- Advanced Artificial Intelligence -Cornell University The design of systems that are among top 10 performers in the world (human, computer, or hybrid human-computer).
- Artificial Intelligence (AI) - Columbia University with Professor Ansaf Salleb-Aouissi This course will provide a broad understanding of the basic techniques for building intelligent computer systems and an understanding of how AI is applied to problems.
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A Beginner's Guide to Generative Adversarial Networks (GANs) - Generative adversarial networks (GANs) are deep neural net architectures comprised of two nets, pitting one against the other.
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GAN — What is Generative Adversary Networks GAN? - GAN is about creating, like drawing a portrait or composing a symphony. This is hard compared to other deep learning fields..
- Artificial Intelligence for Robotics - Georgia Tech Artificial Intelligence for Robotics by Sebastian Thrun
- Advanced Robotics -UC Berkeley The course introduces the math and algorithms underneath state-of-the-art robotic systems. The majority of these techniques are heavily based on probabilistic reasoning and optimization---two areas with wide applicability in modern Artificial Intelligence.
- Arago/HIRO — optimise and autonomously IT and business operations
- Arimo — solution to help predict customer activity and fraud
- Ayasdi — a suite of intelligent applications for enterprise
- DataRobot — a range of products to improve enterprise products
- Dataminr — discovers events and breaking information before the news
- Einstein — a smarter Salesforce
- Fuzzy AI — adds intelligent decision making to web and mobile apps
- Logit.io — visualise and manage logs and metrics with hosted ELK, Grafana & Open Distro
- Logz.io — helps you index, search, visualise and analyse your data
- NXT AI — is a framework for temporal pattern recognition and prediction
- Paxata] — to transform raw data into useful information automatically
- Poweredby.ai — helps you monitor server bugs
- Sundown — automates repetitive tasks within your business
- UBIX — making complex data science easy for enterprise
- Student Voice-automatic free-text labelling for education
- Geometric Intelligence - Geometric Intelligence apart of the Uber AI Labs
- kaggle - a platform for predictive modelling and analytics competitions in which companies and researchers post data and statisticians and data miners compete to produce the best models for predicting and describing the data
- Boston Dynamics - an engineering and robotics design company that is best known for the development of BigDog
- iRobot - manufacturer of the famous robotic vacuum cleaner
- DJI - industry leader in drones for both commerical and industrial needs.
- Fetch Robotics - The future of e-commerce fulfillment and R&D robots.
- ABB Robotics - the largest manufacturer of industrial robots
- Aldebaran Robotics - creator of the [NAO robot
- FANUC - industrial robots manufacturer with the biggest install base
- Rethink Robotics - creator of the collaborative robot [Baxter]
- API.ai — advanced tools needed to build conversational user interfaces
- Broken Bear — a teddy bear AI for you to vent to for free, online, and anonymously.
- Chatfuel — build a Facebook chatbot without coding
- ChatGenius —unlock the power of Multilingual Communication
- Comm.ai — add voice and chat API to websites and apps
- Conversica — conversational interfaces to help get more sales
- EDDI — create, test and deploy chatbots
- FPT AI Platform — automated interaction with end-users
- Golem.ai — natural language interpretation tool for developers
- Gong — analyses and improves sales conversations and discovery calls
- Kasisto — conversational AI platform for the finance industry
- KITT.AI — create conversational agents using a visual interface
- Maluuba — teaching machines to think, reason and communicate
- Massively — build chatbots for business
- Meya — build, train and host bots in one platform
- MindMeld — improved version of Siri
- Motion AI — chat bots made easy
- msg.ai — chatbot with management dashboard
- Octane AI — marketing automation for messaging
- OpenAI Gym — open source interface to reinforcement learning tasks
- Orbit — tools to help to help automate conversational AI
- PageLines-AI Agents to Enhance Your Website
- Pool — personal assistant that helps you get more work done
- Recast — collaborative platform to build, train, deploy intelligent bots
- Reply.ai — platform to build and manage your conversational strategy
- Semantic Machines — conversational AI for work, travel, shop and play
- Snips — add a voice Assistant to your connected product
- Servo — full spectrum bot and voice which integrates with existing systems
- UNU.ai — using the Swarm Intelligence (group brainpower) for chatbots
- Unify — e-commerce chatbot
- uTu — multi-channel bot analytics and data management
- Voilà — AI-powered browser assistant to help you with everyday tasks
- Wechaty - Wechaty is a Bot Framework for Wechat Personal Account which can help you create a bot
- Wit.ai — easily create text or voice based bots for preferred platform
- Wysh — enterprise scale chatbot with payment methods
- Zero AI — voice interface that understands meaning, intent and context
- Arize — machine learning observability
- BigML — single platform for all predictive use cases
- CrowdFlower — helps with sentiment analysis, search relevance, and more
- Dataiku — data science platform for prototype, deploy, and run at scale
- DataScience — enterprise data science platform for R&D and production
- Domino Data Lab — platform for collaborating, building and deploying
- Kaggle — helps you learn, work, and play with machine learning models
- Katonic.ai - Automate your cycle of Intelligence with Katonic MLOps Platform.
- Phoenix - open source library; LLM observability in a notebook
- RapidMiner — makes data science teams more productive
- Seldon — helps DS teams put machine learning models into production
- Spark — research engine, capable of discovering complex patterns in data
- Tamr — makes data unification of data silos possible
- Trifacta — helps put data into useful structures for analysis
- Yhat — allows data scientists to deploy and update predictive models rapidly
- Yseop — automate the writing of reports, websites, emails, articles and more
- AnOdot — detects business incidents
- Bonsai — develop more adaptive, trusted and programmable AI models
- Deckard.ai — helps predict project timelines
- Fuzzy.ai — adds intelligent decision making to web and mobile apps
- IBM Watson — AI platform for business
- Gigster — connecting projects with the right team
- Kite — augments your coding environment with web available knowledge
- Layer 6 AI — deep learning platform for prediction and personalisation
- Morph — makes developing chatbots for your business easy
- Ozz — make your bot smarter, by helping it self learn
- RainforestQA — rapidly web and mobile app testing
- SignifAI — increase server uptime and predict downtime
- Turtle — project management and chat software that’s easy for teams
- Neural Network - Libraries by Sony. Sony demonstrates its interest in deep learning by releasing their own open source deep learning framework.
- TensorFlow neural network playground - Play with neural networks visually in your browser to get a feel for what they are and what they do.
- Wordware - A web-hosted IDE where non-technical domain experts work with AI Engineers to build task-specific AI agents. It approaches prompting as a new programming language rather than low/no-code blocks.
- Vinli — turns any car into a smart car
- Apollo - by Baidu. Newly launched source platform for building autonomous vehicles.
- Amazon Echo / Alexa — everyday personal assistant for in-home
- Apple Siri — everyday personal assistant on iPhone and Mac
- Brin — helps you make smarter business decisions
- Chatfuel — create a Facebook chatbot in 7 minutes
- Findo — smart search assistant across email, files and personal cloud.
- Fembot — your AI girlfriend
- Fin — a powerful personal assistant
- Gatebox — a holographic anime assistant in an espresso machine
- Google Assistant — everyday personal assistant
- Howdy - a friendly, trainable bot that helps Slack teams with work
- Hound — everyday personal assistant
- Julie Desk — meeting scheduling assistant (aimed at C-Suite)
- Kono — meeting scheduling assistant
- Lifos — dynamic independent entities that interact with the web and social
- Ling — similar to Amazon Echo
- Luka — chatbot messenger for people and other chatbots
- Lyra — monitor analyse your carbon emissions
- Magic - Magic is a special phone number you text to get anything you want, hassle free
- Microsoft Cortana - Cortana is a voice-controlled virtual assistant for Microsoft Windows Phone 8.1. Comparable to Siri, the intelligent assistant enabled on Apple devices, Microsoft's Cortana will use the Bing search engine and data stored on the user's smartphone by to make personalized recommendations
- MyWave - Melbourne-based which makes a personal call
- Meeco - Sydney-based, a robot lawyer
- Mimetic — meeting scheduling assistant
- My Ally — handles meeting scheduling and manages calendar
- Mycroft — is the world’s first open source voice assistant
- myWave — chatbot to help you throughout your daily life
- Remi— like Siri with an interface
- Replika— your AI friend that you raise through text conversations
- Safurai - Safurai is the AI Code Assistant that saves you time in changing, optimizing, and searching code.
- SkipFlag — automatically discover and organise your work
- Spoken — virtual assistant with an interface
- Vesper — virtual assistant aimed at C-Suite
- Viv — like Siri but 10x better
- x.ai — x.ai is a personal assistant who schedules meetings for you
- Zoom.ai — personal assistant to help you at work
- AIHelperBot - Build SQL queries using AI
- ZZZ Code AI - Get any programming question answered / code generated online
- Thirdleap — helps children to learn maths
- Woogie — the conversational AI robot that makes learning and discovery fun for children
- XiaoJing Bot - XiaoJing Bot to support management of wechat groups and remove members of wechat group
- CodeKidz — the first AI-powered programming learning platform for kids, featuring AI teachers to teach Python basics, problem-solving, and creativity with human-like responses
- RightBlogger — AI-Powered Content Creation Tools for Bloggers
- Jasperi AI — AI writer for marketing and content teams
- Writesonic — AI writer that creates SEO-friendly content
- Taskade AI — AI outlining and mind mapping tool with collaborative editing
- Clap — AI Writing Partner for a Distraction-Free, Seamless Typing Experience
- Myriad — AI prompts for writing any kind of content, like ads, scripts, webpages, email, and social
- Abi — your virtual health assistant
- Ada — can help if you’re feeling unwell
- Airi — personal health coach
- Alz.ai — helps you care for loved ones with Alzheimer’s
- Bitesnap — food recognition from meal photos to help count calories
- doc.ai — makes lab results easy to understand
- Gyan — helps you go from symptoms to likely conditions
- Joy — helps you track and improve your mental health
- Kiwi — helps you to reduce and quit smoking
- Tess by X2AI — therapist in your pocket
- Sleep.ai — diagnose snoring and tooth grinding
- Ada — chatbot that helps you navigate and make decisions
- Emma — automatically calculates and adds meeting travel time
- ETA — helps you manage travel itineraries and meetings
- Mezi —helps with booking flights, hotels, restaurant reservations and more
- Nexar — dash cam app that helps you drive safer
- Ready — traffic forecaster and travel time prediction
- Spatial — reveal the social layer of cities
- Morpher AI — Morpher AI is a comprehensive tool for financial market analysis that acts as your personal investment analyst.
- Abe — fast answers about your finances
- Andy — a personal Tax Accountant
- Ara — helps you budget
- Bond — helps you achieve your financial goals
- Mylo — rounds up your everyday purchases and invest the spare change
- Olivia — helps you manage your finances
- Responsive — institutional-grade active portfolio management
- Roger — helps you pay bills easily
- Xoe.ai — AI lending chatbot
- Microsoft Translator — language translator powered by neural networks
- Watson.ai — legal, academic and financial translations
- Aerial — home activity, movement and identity sensor
- Bridge.ai — smart-home platform focused on speech and sound
- Cubic — one place to connect your smart home devices
- Grojo — grow room controller and monitoring system
- Home — autonomous home operations with connected devices
- Hello — helps you monitor and improve your sleep
- Josh — whole house voice control
- Mycroft — is the world’s first open source voice assistant
- Nanit — baby monitor that measures sleep and caregiver interactions
- Nest — a range of in-home devices such as Thermostat, security and alarms
- Apollo — breaks down articles and PDF’s into quick, readable dot points
- Ferret.ai — helps you research by summarising articles and search ability
- Iris — helps you research and visualise concepts in research papers
CaptionBot — Microsoft describes any photo Crowdfunding.ai — crowdfunding platform for AI projects Fieldguide — universal field guide that suggests possible matches
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Awesome AI Books - Collection of non-fiction books about AI by category
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Reinforcement Learning: An Introduction - This introductory textbook on reinforcement learning is targeted toward engineers and scientists in artificial intelligence, operations research, neural networks, and control systems, and we hope it will also be of interest to psychologists and neuroscientists.
- Deep learning reading list - A thorough list of academic survey papers on the subjects of reinforcement learning, computer vision, NLP & speech, disentangling factors, transfer learning, practical tricks, sparse coding, foundation theory, feedforward networks, large scale deep learning, recurrent networks, hyper parameters, optimization, and unsupervised feature learning.
- [Deep Learning in a Nutshell] - (https://devblogs.nvidia.com/parallelforall/deep-learning-nutshell-core-concepts/) - by Tim Dettmers, via NVidia (2015). These articles are digestible and do not rely heavily on math. There are 3 parts: Part 1(A gentle introduction to deep learning that covers core concepts and vocabulary). Part2 ( History of deep learning and methods of training deep learning architectures quickly and efficiently) Part 3 (Sequence learning with a focus on natural language processing)
- TensorFlow - Large-Scale Machine Learning on Heterogeneous Distributed Systems by Google Research (2015). How TensorFlow works.
- BuzzRobot AI Newsletter. Exclusive talks by top researchers on cutting-edge artificial intelligence papers.
- Caffe - Deep learning framework.
- Alexa Skill Kit - Library for effortless Alexa Skill development with AWS Lambda
- Facebook Messenger chatbot boilerplate - PHP Facebook Messenger chatbot boilerplate
- Facebook Messenger wit.ai node.js boilerplate -Facebook Messenger wit.ai node.js boilerplate
- Telegram Bot API PHP SDK - Telegram Bot API PHP SDK. Supports Laravel out of the box
- Wechaty - Wechaty is a Bot Framework for Wechat Personal Account which can help you create a bot
- Node.js Messenger Bot - A Node client for the Facebook Messenger Platform
- BootBot - Facebook Messenger Bot Framework for Node.js
- Ruby Telegram bot boilerplate
- python-telegram-bot - This library provides a pure Python interface for the Telegram Bot API
- Twitter-text - Twitter's text processing library
- natural - General natural language facilities for node
- Clustering.js - Clustering algorithms implemented for Node.js and the browser
- Kmeans.js - Implementation of the k-means algorithm, for node.js and the browser
- sylvester - Vector and Matrix math for JavaScript.
- DN2A - Digital Neural Networks Architecture
- Knwl.js - A Natural Language Processor in JS
- NLP Compromise - Natural Language processing in the browser
- science.js - Scientific and statistical computing in JavaScript.
- Machine Learning - Machine learning library for Node.js
- machineJS - Automated machine learning, data formatting, ensembling, and hyperparameter optimization for competitions and exploration.
- Node-fann - FANN (Fast Artificial Neural Network Library) bindings for Node.js
- brain.js - Neural Networks
- Synaptic - Neural Networks
- Natural - Natural Language Processing
- ConvNetJS - Convolutional Neural Networks
- mljs - A set of sub-libraries with a variety of functions
- Neataptic - Neural Networks
- Webdnn - Deep Learning
- Lasagne - Lightweight Python library for deep learning (built on Theano).
- LLM App | Open-source Python library to build your real-time LLM-enabled data pipeline.
- Neptune.ai – helps with keeping track of model training metadata.
- AI Weekly — a weekly collection news and resources on AI and ML
- Approximately Correct — AI and Machine Learning blog
- Axiomzen — AI newsletter delivered every 2 weeks
- Concerning.ai — AI commentators
- Fast.ai — dedicated to making the power of deep learning accessible to all
- Machinelearning.ai — dedicated news and updates for ML and AI
- Machine Learning Weekly — a hand-curated newsletter ML and DL
- Artificial Intelligence News -- ScienceDaily -Artificial Intelligence News. Everything on AI including futuristic robots with artificial intelligence, computer models of human intelligence and more.
- Podcast with Yoshua Bengio - The Rise of Neural Networks and Deep Learning in Our Everyday Lives. An exciting overview of the power of neural networks as well as their current influence and future potential.
- The AI Conference — an annual event where leading AI researchers and top industry practitioners meet and collaborate
- The AI Forum — Montreal based AI conference
- Artificial Intelligence Conference — Bootstrap Labs Venture firm
- Events.ai — the one stop shop for AI/ML/DL events and conferences
- Nucl.ai — game AI conference and courses
- Chatbot Summit - Chatbot Summit Berlin is the second international Chatbot Summit destined to bring together the leading players of the newly formed Chatbot economy
- Deep learning Google Group - Where deep learning enthusiasts and researchers hangout and share latest news.
- Deep learning research groups - A list of many of the academic and industry labs focused on deep learning.
- Jobs in AI - find latest jobs from top AI companies
- Jobs in Australia - find and recommend jobs through AI
- 澳洲找工作 - 华人找工作 工作内推
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Amsterdam — AI community and events
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Berlin — AI community and events
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Beijing - AI community and events
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Brisbane - AI community and events
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Sydney - Community of builders for AI
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Sydney - Chinese AI Association
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Hamburg — AI community and events
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Hongkong — AI community and events
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London — AI community and events
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Madrid — AI community and events
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Melbourne - AI community and events
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Milan — AI community and events
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New York — AI community and events
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Oslo — AI community and events
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San Francisco AI meetup - A local meetup for AI enthusiasts and researchers that we’re involved in.
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Seattle — AI community and events
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Shanghai — AI community and events
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Shenzhen — AI community and events
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Singapore — AI community and events
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Stockholm — AI community and events
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Sydney - AI community and events
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Chatbots NYC - Meetup in New York City
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Viv — like Siri but 10x better
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x.ai— meeting scheduling assistant
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Zoom.ai — personal assistant to help you at work
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澳洲华人程序员社区 — 澳洲华人程序员社区
To the extent possible under law, JR Acacademy and JR Talent has waived all copyright and related or neighboring rights to this work.
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This repository codifies the Airflow cluster that is deployed at workflow.telemetry.mozilla.org (behind SSO) and commonly referred to as "WTMO" or simply "Airflow". Some links relevant to users and developers of WTMO: * The `dags` directory in this repository contains some custom DAG definitions * Many of the DAGs registered with WTMO don't live in this repository, but are instead generated from ETL task definitions in bigquery-etl * The Data SRE team maintains a WTMO Developer Guide (behind SSO)
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