seedv / generative-ai-roadmap Goto Github PK
View Code? Open in Web Editor NEWThe roadmap of generative AI: use cases and applications | 生成式AI的应用路线图
License: Creative Commons Attribution 4.0 International
The roadmap of generative AI: use cases and applications | 生成式AI的应用路线图
License: Creative Commons Attribution 4.0 International
核心其实就一句: 现在的学习其实学的就是一个约束/contraints,当前火热的LLM/AIGC是自底向上的学习,其实是个弱约束,而人们需求的是task-complete的东西,是自顶向下的,要的是很强的约束。
未来至少5年10年,大家都绕不开的就是这个, 会有各种折腾: 文字/abstract symbol不够,图像/2d vision来凑;图像不够,视频/time-aware来凑;视频不够,立体/3d~4d来凑;数据不够,交互/interactive-with: code-compiler/executor, human-interactive-align, gui/drag-gan, physical-world, ...来凑;黑盒不够,灰盒/controlnet, interpretable, ...来凑;..........................
从我一个近10年全职AI研究,6年全职AGI(Mathink)的研究者来看, 这几幅图,虚线右侧future部分,明显缺乏思考深度了。 问题可能在于: 未能对智能的整个发展史,脑科学神经认知科学历史和现状,机器学习发展的深入理解,从本质问题出发,自底向上推导,直到图片所表达的应用场景。
最近一年,LLM和AIGC大火了,其实过于乐观了。大牛中就LeCun比较客观冷静,还能指出可能相对可行的路线; 而普通从业者,我觉得SeedV的这些理解,还是相对比较能抓在点子上。
just contraint, no others.
Is it possible to have an English version of this repo?
A declarative, efficient, and flexible JavaScript library for building user interfaces.
🖖 Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.
TypeScript is a superset of JavaScript that compiles to clean JavaScript output.
An Open Source Machine Learning Framework for Everyone
The Web framework for perfectionists with deadlines.
A PHP framework for web artisans
Bring data to life with SVG, Canvas and HTML. 📊📈🎉
JavaScript (JS) is a lightweight interpreted programming language with first-class functions.
Some thing interesting about web. New door for the world.
A server is a program made to process requests and deliver data to clients.
Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.
Some thing interesting about visualization, use data art
Some thing interesting about game, make everyone happy.
We are working to build community through open source technology. NB: members must have two-factor auth.
Open source projects and samples from Microsoft.
Google ❤️ Open Source for everyone.
Alibaba Open Source for everyone
Data-Driven Documents codes.
China tencent open source team.