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Introduction

Syllabus (PPOL 628 Spring 2022)
Introduction
First Tools of the Trade
Chapter Resources

Assumptions

Overview
Expressions of Intent
- Keywords
- Rules for Entities, Rules for Relations
Driving with Data
- Vector Semantics

Goals & Approach

Overview: Supervision (or the lack-thereof)
Unsupervised Techniques
- Prelude: On Reduction and High Dimensional Pancakes
- Let Simmer, Unsupervised
Supervised Machine Learning with Text

Measure & Evaluate

Similarities, Distances, and Performance Indication
Overview: Metrics and Metrology
The Good Translator: how you “win” defines the game

Validate

Trouble in Paradise

Appendix

Datasets for this Course
- MTGJSON
- “Tiny” Shakespeare
Tutorials
- Markovian Shakespeare

Repository
Open issue

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Overview: Metrics and Metrology

Overview: Metrics and Metrology#

Defining the metric for success is tantamount to defining success itself.

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Similarities, Distances, and Performance Indication

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The Good Translator: how you “win” defines the game

By Rachael Sexton

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