From tic-tac-toe moves to ML model

Update: 2020-07-22

Description

Once we have the data we need—thousands of sample games--how do we turn it into something the ML can train itself on? That means understanding how training works, and what a model is.

Resources:
See a definition of one-hot encoding

For more information about the show, check out pair.withgoogle.com/thehardway.

You can reach out to the hosts on Twitter: @dweinberger and @tafsiri.

Comments

In Channel

Introducing Tic-Tac-Toe the Hard Way

2020-07-2102:09

Howdy, and the myth of “pouring in data”

2020-07-2122:01

What does a tic-tac-toe board look like to machine learning?

2020-07-2223:26

From tic-tac-toe moves to ML model

2020-07-2221:37

Beating random: What it means to have trained a model

2020-07-2217:14

Give that model a treat! : Reinforcement learning explained

2020-07-2226:04

Head to Head: the Big ML Smackdown!

2020-07-2225:19

Enter tic-tac-two

2020-07-2221:20

Head to Head: The Even Bigger ML Smackdown!

2020-07-2224:26

Lessons learned

2020-07-2233:01

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From tic-tac-toe moves to ML model

#box-pro-ellipsis-176604224037676{-webkit-line-clamp:2;}From tic-tac-toe moves to ML model

From tic-tac-toe moves to ML model

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From tic-tac-toe moves to ML model