If you have a computer like mine, you probably have thousands of files stored haphazardly in folders or crowded on the desktop. Who has the time anymore to sort and organize these files? What if there was an autonomous agent that could? I am building DeepREM, a machine learning agent that links, indexes, and organizes documents while running in the background on your computer. Similar to how the human brain uses sleep to organize daily sensory input, DeepREM incrementally organizes your file contents systematically and hierarchically into virtual topics/classes/taxonomies based on metadata and text/numerical contents. It can be customized by automatically learning how you organize files. It’s much more than a file browser or search agent. And if you think it’s helpful for your personal computer, think what it can do to unlock the intelligence stored in all those PC hard drives across your company.

1. DeepREM
Nash Hack Weekathon
Pitch Competition
October 6, 2018
John Liu

2. Act I

3. We tell others our
office looks like
this...

4. ...what it actually
looks like.

5. We say our computer desktop looks like this...

6. ...what it actually looks like.

7. Who has time anymore to sort and organize?

8. What if there’s a way
to automatically
organize our
computer files?

9. DeepREM
Introducing…
A machine-learning agent that links,
indexes, and organizes documents.

10. Act II

11. Similar to how the human brain uses sleep to
organize daily sensory output...

12. DeepREM
automatically
organizes files by:
Topics
Classes
Heirarchies
Taxonomies
Ontologies
Preferences

13. Using information from image content...

14. ...and document content.

15. DeepREM can be
customized by
learning how you
organize your
files.

16. Allowing you to search by concept in browser

17. Act III

18. Architectural Diagram
File
Hash
Algorithm
DB
Clustering
Algorithms
UI

19. Skills:
OpenCV
SQL
Vue.js
D3.js
Python
C/C++
ML - Clustering
Subteams:
Backend
Machine Learning
Database
Web UI

20. Finale

21. DeepREM → search across home devices

22. DeepREM → Unlocking institutional knowledge

23. Join DeepREM!