Slides are available on SpeakerDeck.
The notebook explaining Scaled F-Score is available in the notebooks directory. Check it out on NBviewer at Scaled F-Score Explanation.
The notebook exploring headline engagment is available in the notebooks directory. Check it out on NBviewer at Headline Exploration.