Olga Petrova

Tensorflow.js brought Machine Learning to Javascript that gives a wide range of possibilities. Now it is possible to build, train and use ML models directly in browser. But the efficiency of ML model highly depends on the features that it is using. 

React allows to reinforce ML feature engineering process. It is great for displaying fast-changing data in web and let to visualize features, model’s layers and weights in a run-time during model training that gives useful insides on how features correspond to the result, what are good features and what features could be removed. 

During the session we will use React-based model visualization to pick the best features to predict results of soccer matches played at the FIFA World Cups. We will check count of matches that team have won and lost, count of wins and loses against a particular competitor, goal differences, stage, etc. We will validate our model using matches results from the last Mundial in Russia in 2018.

2019

React Advanced

Visual Feature Engineering for Machine Learning with React

ReactEurope

Visual feature engineering for Machine Learning with React

React is a component-based UI library that doesn’t provide any built-in components. 

Over the years companies and developers have invested a lot of time and money in development of UI components based on VanillaJS or various frameworks. 

Building components is time consuming, has integration and maintenance risks, and worst of all, distracts developers from the task at hand - actually building the application. 

In this presentation, you will learn how to quickly and easily “Reactify” your existing JavaScript components to use them in React applications.

2018

React Amsterdam

How to “Reactify” Your Existing UI Components

In this presentation, you will learn how you can add powerful components to your React apps. You can now utilize a grid, treegrid, pivot grid, calendar, charts, and other components in your React based apps with very little effort. Plus you can manage data and respond to events using React while rendering UI controls. Learn how you can build data-intensive, cross platform applications using React and powerful components from commercial libraries.

2017

React Day Berlin

Add Powerful Components to Your React Apps