Most technical explanation in this talk will be done at intuition level to make sure that anyone at any technical level can enjoy and understand.

I will start with the introduction of supervised learning especially in image recognition, showing you cool things we can do with it and pointing out why they don't scale well and not that practical.

Next, I will jump into unsupervised learning, telling you the latest trend in generative AI which can learn to extract information/knowledge through technique such as Variational Auto-encoder and GAN. I will also show you how we use them to build something like what we only normally see in science fiction movie such as image content reconstruction, modification, and super resolution.

Finally, I will discuss why unsupervised learning is critical towards Artificial General Intelligence, the smart machine that we are all dreaming about to have one day. How does it fits and what else are still missing.