~/talk

Introducing mlflow

Talkat rstudio::conf 2019 · 2019-01-15..01-18· [machine-learning, data-science]
name:Kevin Kuo
links:none on file
slides:none on file

R API for MLflow demonstrates concrete workflows: use Tracking, Projects, Models to log hyperparameters (example fuel=42), metrics and artifacts; train a small Keras feed‑forward net on Iris, watch loss drop and accuracy rise across epochs, save the model artifact and serve it via REST (served at port 1890) to return class probabilities; run a GitHub Project that launches a Spark random forest on Iris, recording exact commit and run id for reproducibility.

AI-written summary · about

  1. 0:00Intro
  2. 1:10Motivation
  3. 4:30Machine Learning
  4. 5:10mlflow
  5. 5:50demo
  6. 13:10Questions
~/search
type to search 6,249 conferences, 138,987 speakers and 185,172 talks
~/help
cmdctrl k
search every conference, speaker and series
/
focus the filter search
h
home
c
conferences
s
speakers
e
series
t
light / dark — the status bar button does the same
?
this help
esc
close this, then clear every filter — or just the search, while you are typing in it

Ignored while you are typing. Pages without a filter rail have no search to focus.