用信息智能地连接人

Changhu Wang
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引用次数: 0

摘要

如何有效地将人与信息连接起来是人类社会的一个基本问题。我们现在处于移动优先的时代,一切都是数字连接的。随着社会内容多样化的出现,信息源已经成为一种将人与信息联系起来的新方式。因此,人工智能(AI)有一个很好的机会在这个方向上进行创新。人工智能可以使信息和内容的创造、审核、传播、搜索、消费和互动变得更加高效和智能。作为信息源产品平台和服务的行业领导者,今日头条率先开发并利用多种机器学习技术,对海量多媒体数据进行高效的处理、分析、挖掘、理解和组织。同时,由于其丰富的应用场景和活跃的用户遍布全球,我们积累了大量的训练数据,使机器学习系统形成了一个封闭的反馈回路,从而可以不断地自我改进和进化。这个闭环系统使今日头条能够在大规模机器学习、文本分析、自然语言处理、计算机视觉和数据挖掘方面开发核心AI技术。在这次演讲中,我将分享我个人对AI在这一基础领域的发展前景的一些看法,包括我对AI的理解,近年来的重要研究进展,AI对软件产业的影响,以及如何在公司中构建AI的核心竞争力战略。此外,我还将介绍今日头条AI实验室的一些研究进展。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Intelligently Connecting People with Information
How to effectively connect people with information is a fundamental problem in human society. We are now in the era of mobile first, and everything is digitally connected. With the advent of diverse social contents, information feeds have become a new way to connect people with information. Thus, there is a pretty good opportunity for artificial intelligence (AI) to make innovations in this direction. AI can make more efficient and intelligent the creation, moderation, dissemination, searching, consumption, and interaction of information and contents. As an industry leader in the product platform and service of information feeds, Toutiao takes the lead to develop and leverage diverse machine learning techniques to efficiently process, analyze, mine, understand, and organize a large amount of multimedia data. Meanwhile, owning to its rich application scenarios and active users all over the world, we have accumulated huge amount of training data, which makes the machine learning system form a closed feedback loop and thus can continually improve and evolve itself. This closed-loop system enables Toutiao to develop core AI technologies in large-scale machine learning, text analysis, natural language processing, computer vision, and data mining. In this talk, I will share some personal opinions to the development prospects of AI in this fundamental area, including my understanding to AI, important research progress in recent years, the influence of AI to the software industry, and how to build the core competence strategy of AI in a company. Moreover, I will also introduce some research progress of Toutiao AI Lab.
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