Presented at the Empire Elixir Conference (EmpEx) Halloween Party 2016. http://empex.co/

1. Characterizing Intelligence
with Elixir
Cmdr. Jeff Smith
@jeffksmithjr

2. Artificial Intelligence

3. BEAM

4. E. Lixir

5. Dialyzer

6. Ensemble Models

7. Feature Generation

8. Applying Models

9. Parallel Function Mapping

10. Ensemble Models

11. Ensembling Models

12. Dialyzer Output
ml_system.ex:3: Function predict/1 has no local return
ml_system.ex:6: The call 'Elixir.MLSystem':call_model_b(feature@1::number())
will never return since it differs in the 1st argument from the success
typing arguments: (binary())

13. Dialyzer Output
ml_system.ex:22: Invalid type specification for function
'Elixir.MLSystem':call_model_b/1. The success typing is (binary()) ->
binary()
ml_system.ex:23: Function call_model_b/1 has no local return
ml_system.ex:24: The call 'Elixir.String':upcase(feature@1::number()) will
never return since the success typing is (binary()) -> bitstring() and the
contract is (t()) -> t()

14. Dialyzer Output
ml_system.ex:38: Function ensemble/1 will never be called

15. Con-Q-Error

16. Possible Worlds

17. Model Registry

18. Public API

19. Server Callbacks

20. Testing with Con-Q-error

21. Con-Q-Error Output
Interleaving #1
-----------------------------------------------------------------------------
Errors found:
* Blocked at a 'receive' (when all other processes have exited):
P.1 in gen_server.erl line 382
-----------------------------------------------------------------------------

22. Con-Q-Error Output

23. Con-Q-Error Output

24. Fixing the Model Registry

25. Technology Report
BEAM E. Lixir Dialyzer Con-Q-Error

26. Reactive Machine Learning
Use the code
empctojs
for 40% off!

27. x.ai
@xdotai
hello@human.x.ai

28. Hyperlinks
Dialyzer http://erlang.org/doc/man/dialyzer.html
Concuerror http://concuerror.com/
Reactive Machine Learning http://www.reactivemachinelearning.com/
x.ai https://x.ai/

29. Boldly go