Presented by:

24bc4b1f1768ed761cbfeb0b1609d3a5

Justin Revelstoke

from BTC // Emergency Reporting // bellingham.codes

Beer, bikes and naive bayes.

Better Brewing through Data Science and Machine Learning

A brief introduction to data science and machine learning (5 min)

  • Brief biography
  • Definitions, concepts and terminology

The stack (5 min)

  • Data collection, parsing and processing
  • Machine learning frameworks
  • RESTful model interrogation
  • Designing an intuitive AI interface

Finding the "optimal" recipe by style (5 min)

  • Analysis, trends and conclusions

The problem space of recipe creation (5 min)

Meet TAP, the open source AI brewing assistant (10 min)

  • Display TAP’s neural network graph
  • Ingredient Ad-Libs
  • Recipe refinement
  • Novel recipe synthesis​

Challenges (5 min)

  • Stylistic overlap
  • Mislabelling
  • Temperature/Procedural data

The future of brewing with AI (10 min)

  • Evolutionary styles
  • Macrobrewing mediocrity
  • Scheduling optimization
  • Infection detection
  • AI driven design

Date:
2018 April 28 - 06:00
Duration:
45 min
Room:
CC-208
Conference:
LinuxFest Northwest 2018
Language:
Track:
Code
Difficulty:
Medium

Happening at the same time:

  1. Build and Program Your First NXT Robot
  2. Start Time:
    2018 April 28 02:30

    Room:
    CC-234 BAIRS

  3. Do good things - and talk about it!
  4. Start Time:
    2018 April 28 05:00

    Room:
    CC-201 TUT1

  5. Introduction to Working with Vagrant
  6. Start Time:
    2018 April 28 05:00

    Room:
    CC-202 TUT2

  7. 10 in 10: Ten new things in Postgres 10
  8. Start Time:
    2018 April 28 05:30

    Room:
    HC-103 Postgres

  9. Successful 2FA is a matter of smooth workflows
  10. Start Time:
    2018 April 28 06:00

    Room:
    CC-200

  11. The business case for copyleft
  12. Start Time:
    2018 April 28 06:00

    Room:
    CC-114

  13. The Ubuntu Home Server
  14. Start Time:
    2018 April 28 06:00

    Room:
    CC-115

  15. GO generate all the things!
  16. Start Time:
    2018 April 28 06:00

    Room:
    CC-236

  17. OpenSource: Love what you do everyday!
  18. Start Time:
    2018 April 28 06:00

    Room:
    G-103

  19. Programmers are Evil
  20. Start Time:
    2018 April 28 06:00

    Room:
    HC-108

  21. Orchestrating Multi-service Applications on Kubernetes
  22. Start Time:
    2018 April 28 06:00

    Room:
    CC-235