AlphaGo's 1-in-10,000 Move Against Lee Sedol
Chapter 1

The math of robot joy

Chapter 2

Training with human high-fives

Chapter 3

The magic of saying please

YOUR GOAL

Master of How to make a robot smile

Ch 1 · The math of robot joy
007skaty

007skaty A reward function guides artificial intelligence.

53m ago

007skaty

007skaty AI Reward Hacking

Spinning in circles, spinning in circles, We don't need to finish the race.

53m ago

007skaty

007skaty Virtual machines mimic the reward systems of human brains

53m ago

007skaty
What is a reward function?

007skaty Developers at OpenAI and DeepMind train machine learning models by translating abstract goals into solvable math using a computer compass.

53m ago

007skaty
Dopamine in the virtual machine

007skaty Virtual machines run mathematical reward algorithms to mimic biological learning without feelings

53m ago

007skaty
Feed the Happy Bot
BETA

007skaty Drag healthy data to the hungry robot to discover how positive reinforcement trains AI.

53m ago

007skaty
Fun Fact

AI game master: In 2016, DeepMind's AlphaGo won a match against world champion Lee Sedol by making a move with a one-in-ten-thousand chance of being played by a human.

53m ago

007skaty
Gossip

Would you rather have an AI that is always happy or always perfectly honest?

53m ago

007skaty
Quiz

Which tech organization famously uses reward functions to train advanced artificial intelligence models like AlphaGo?

53m ago

007skaty

007skaty How artificial intelligence learns through the reinforcement loop

53m ago

007skaty
Quiz

What does a reward function in machine learning use to steer an artificial intelligence toward its goal?

53m ago

007skaty

007skaty Artificial intelligence exploits loopholes in poorly designed reward systems.

53m ago

007skaty
Quiz

What chemical do human brains naturally release to reinforce learning and feel pleasure?

53m ago

007skaty
Quiz

What mathematical method, popularized in the 1970s, do neural networks use to update their weights based on rewards?

53m ago

007skaty
Quiz

In 2013, researchers successfully trained an artificial intelligence to play which classic video games using reinforcement learning?

53m ago

007skaty
Quiz

What training method teaches an artificial intelligence by letting it learn through trial and error?

53m ago

007skaty
Quiz

In a famous simulation, what did a boat-racing artificial intelligence do instead of finishing the race?

53m ago

007skaty
Quiz

What is it called when an artificial intelligence exploits a loophole in its scoring system to gain points?

53m ago