awesome-ai

awesome-ai

人工智能资源汇总 课程、工具与开源项目

本项目汇集了人工智能领域的优质资源,包括课程、工具、应用和开源项目。内容涵盖机器学习、深度学习、自然语言处理、机器人技术和对话系统等热门方向,适合研究人员、开发者和学习者参考。此外还收录了AI公司、研究机构信息及业界动态,为探索AI前沿提供全面指南。

人工智能机器学习深度学习神经网络自然语言处理Github开源项目

Awesome Artificial Intelligence

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 ozitquan@gmail.com

Contents

  1. Courses & Articles
  2. Artificial Intelligence Company & Reseach Institute
  3. Artificial Intelligence Tools
  4. Books
  5. Development
  6. News
  7. Events and Conferences
  8. Jobs

Courses & Articles

  • 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.

Artificial Intelligence

  • 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.

Generative Adversarial Networks (GANs)

Robotics

  • 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.

Artificial Intelligence Company & Research Institute

Business Intelligence & Analytics

  • 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

Machine Learning

  • 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

Robotics

  • 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]

Conversational Interfaces & Chatbots

  • 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

Data Science

  • 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

Development

  • AnOdot — detects business incidents
  • Bonsai — develop more adaptive, trusted and programmable AI models

编辑推荐精选

讯飞智文

讯飞智文

一键生成PPT和Word,让学习生活更轻松

讯飞智文是一个利用 AI 技术的项目,能够帮助用户生成 PPT 以及各类文档。无论是商业领域的市场分析报告、年度目标制定,还是学生群体的职业生涯规划、实习避坑指南,亦或是活动策划、旅游攻略等内容,它都能提供支持,帮助用户精准表达,轻松呈现各种信息。

AI办公办公工具AI工具讯飞智文AI在线生成PPTAI撰写助手多语种文档生成AI自动配图热门
讯飞星火

讯飞星火

深度推理能力全新升级,全面对标OpenAI o1

科大讯飞的星火大模型,支持语言理解、知识问答和文本创作等多功能,适用于多种文件和业务场景,提升办公和日常生活的效率。讯飞星火是一个提供丰富智能服务的平台,涵盖科技资讯、图像创作、写作辅助、编程解答、科研文献解读等功能,能为不同需求的用户提供便捷高效的帮助,助力用户轻松获取信息、解决问题,满足多样化使用场景。

热门AI开发模型训练AI工具讯飞星火大模型智能问答内容创作多语种支持智慧生活
Spark-TTS

Spark-TTS

一种基于大语言模型的高效单流解耦语音令牌文本到语音合成模型

Spark-TTS 是一个基于 PyTorch 的开源文本到语音合成项目,由多个知名机构联合参与。该项目提供了高效的 LLM(大语言模型)驱动的语音合成方案,支持语音克隆和语音创建功能,可通过命令行界面(CLI)和 Web UI 两种方式使用。用户可以根据需求调整语音的性别、音高、速度等参数,生成高质量的语音。该项目适用于多种场景,如有声读物制作、智能语音助手开发等。

Trae

Trae

字节跳动发布的AI编程神器IDE

Trae是一种自适应的集成开发环境(IDE),通过自动化和多元协作改变开发流程。利用Trae,团队能够更快速、精确地编写和部署代码,从而提高编程效率和项目交付速度。Trae具备上下文感知和代码自动完成功能,是提升开发效率的理想工具。

AI工具TraeAI IDE协作生产力转型热门
咔片PPT

咔片PPT

AI助力,做PPT更简单!

咔片是一款轻量化在线演示设计工具,借助 AI 技术,实现从内容生成到智能设计的一站式 PPT 制作服务。支持多种文档格式导入生成 PPT,提供海量模板、智能美化、素材替换等功能,适用于销售、教师、学生等各类人群,能高效制作出高品质 PPT,满足不同场景演示需求。

讯飞绘文

讯飞绘文

选题、配图、成文,一站式创作,让内容运营更高效

讯飞绘文,一个AI集成平台,支持写作、选题、配图、排版和发布。高效生成适用于各类媒体的定制内容,加速品牌传播,提升内容营销效果。

热门AI辅助写作AI工具讯飞绘文内容运营AI创作个性化文章多平台分发AI助手
材料星

材料星

专业的AI公文写作平台,公文写作神器

AI 材料星,专业的 AI 公文写作辅助平台,为体制内工作人员提供高效的公文写作解决方案。拥有海量公文文库、9 大核心 AI 功能,支持 30 + 文稿类型生成,助力快速完成领导讲话、工作总结、述职报告等材料,提升办公效率,是体制打工人的得力写作神器。

openai-agents-python

openai-agents-python

OpenAI Agents SDK,助力开发者便捷使用 OpenAI 相关功能。

openai-agents-python 是 OpenAI 推出的一款强大 Python SDK,它为开发者提供了与 OpenAI 模型交互的高效工具,支持工具调用、结果处理、追踪等功能,涵盖多种应用场景,如研究助手、财务研究等,能显著提升开发效率,让开发者更轻松地利用 OpenAI 的技术优势。

Hunyuan3D-2

Hunyuan3D-2

高分辨率纹理 3D 资产生成

Hunyuan3D-2 是腾讯开发的用于 3D 资产生成的强大工具,支持从文本描述、单张图片或多视角图片生成 3D 模型,具备快速形状生成能力,可生成带纹理的高质量 3D 模型,适用于多个领域,为 3D 创作提供了高效解决方案。

3FS

3FS

一个具备存储、管理和客户端操作等多种功能的分布式文件系统相关项目。

3FS 是一个功能强大的分布式文件系统项目,涵盖了存储引擎、元数据管理、客户端工具等多个模块。它支持多种文件操作,如创建文件和目录、设置布局等,同时具备高效的事件循环、节点选择和协程池管理等特性。适用于需要大规模数据存储和管理的场景,能够提高系统的性能和可靠性,是分布式存储领域的优质解决方案。

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