星期六, 7月 11, 2020

On the importance of democratizing Artificial Intelligence

Internet: 1995 => 2000 => 2015

In 1995, the Internet had had little impact on society. If you went around telling people that the Internet was about to change the world, you would have been with met a lot of skepticism. Most people didn't see how this new thing was relevant to them, and they didn't think that "normal" people would ever find value in the Internet. It's the same today with AI. But things are about to change, on an even larger scale.
Think about it this way: when the Internet became mainstream, a lot of business models were disrupted and a lot of companies had to transform themselves or disappear, such as bookstores, retailers, DVD sellers. And the same is about to happen with AI in the next few decades, except for all business models. For all jobs. AI is not going to be a new industry. AI is going to be in every industry. It's going to be in every application, in every process in our society, in every aspect of our lives. Not just business and jobs, but also culture and art. Everything. AI is going to change what it means to be human.
Mobile/Smart Phone: 2008 => 2013 => 2028
AI: 2015 => 2020 => 2035

So a lot of the occupations that exist in the world today are going to disappear, because we are going to automate nearly all current jobs. That's the nature of AI: automating an ever-growing range of intellectual tasks. And at the same time, a new world of opportunities is going to open up. A more exciting and much broader world of opportunities. We'll free up people's time to do more meaningful things. We'll transition to a different economy altogether --and it will be for the better. We will enter a new era of prosperity.
The Internet has been a huge step forward for humanity as a whole and for each and every one of us. By automating a wide variety of intellectual tasks, AI has the potential to be just as beneficial, if not more. Now is the time to make sure that the transition into this brave new world goes as smoothly as the previous one. Everyone should be able to start using AI to solve their business problems, to answer the questions they have, in much the same way that every business today has a webpage and can leverage the Internet for everything from sales to marketing to inventory sourcing.

lec-1 (2022-05-12) Accelerating deep learning computation & strategies

雖然用 DNN train/predict model 也好一陣子了,但這週才是第一次搞懂 cuDNN 是作什麼的 以前好奇過 tensorflow/pytorch 是怎麼做 convolution 的,FFT 不是比較好嗎? 下面的 reference 就給了很好的解釋: Wh...