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Visual Feature Engineering for ML with React an...

Visual Feature Engineering for ML with React and TensorFlow.js

Olga

May 23, 2019
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  1. Olga Petrova, @tyoushe Visual Feature Engineering for Machine Learning with

    React Olga Petrova, @tyoushe Developer Advocate, Sencha
  2. Olga Petrova, @tyoushe Magic What I do Data Aggregation Data

    Preprocessing Feature Engineering What I also do Data Postprocessing Visualizations Dashboards
  3. Olga Petrova, @tyoushe Features • Previous wins count for Team

    A minus previous wins count for Team B • in total • in last 12 years • Previous wins count for Team A against Team B • in total • in last 12 years • at the same stage • The game is played in Team A or Team B's home country • Stage
  4. Olga Petrova, @tyoushe Target • Group stage: • Team A

    won • Team B won • Draw • Play-off game: • Team A won • Team B won
  5. Olga Petrova, @tyoushe Most Valuable Features • Previous wins count

    for Team A minus previous wins count for Team B • in last 12 years • Previous wins count for Team A against Team B • in total • The game is played in Team A or Team B's home country • Stage
  6. Olga Petrova, @tyoushe Insights • Teams that won more games

    in last 12 years perform better • Teams playing in the home country perform better • Weaker teams perform better on a higher stage • Teams that lost more games against this opponent in the past perform better