11-03, 10:15–10:55 (America/New_York), Central Park West (Room 6501)
Finding good datasets or web assets to build data products or websites with, respectively, can be time-consuming. For instance, data professionals might require data from heavily regulated industries like healthcare and finance, and, in contrast, software developers might want to skip the tedious task of collecting images, text, and videos for a website. Luckily, both scenarios can now benefit from the same solution, Synthetic Data.
Synthetic Data is artificially generated data created with machine learning models, algorithms, and simulations, and this workshop is designed to show you how to enter that synthetic world by teaching you how to create a full-stack tech product with five interrelated projects. These projects include reproducible data pipelines, a dashboard, machine learning models, a web interface, and a documentation site. So, if you want to enhance your data projects or find great assets to build a website with, come and spend 3 fun and knowledge-rich hours in this workshop.
In this workshop, you will gain the necessary practical knowledge to create a variety of synthetic datasets and web assets (no more Lorem Ipsum) using Python. We will dive into the realm of synthetic data by creating a full-stack data product contained in a monorepo with five interrelated projects. These projects include a data pipeline, a data analytics product, machine learning models, a web interface, and a documentation section. So, if you've ever struggled to find the perfect dataset or asset to enhance or build a website with, to practice, or to teach different data-related workshops with, come spend 3 fun and knowledge-rich hours in this workshop.
No previous knowledge expected
Ramon is currently a developer advocate at Seldon. Before joining Seldon, he worked as an independent freelance data professional and as a Senior Product Developer at Decoded, where he created custom data science tools, workshops, and training programs for clients in various industries. Going a bit further back, Ramon used to wear different research hats in the areas of entrepreneurship, strategy, consumer behavior, and development economics in industry and academia. Outside of work, he enjoys giving talks and technical workshops and has participated in several conferences and meetup events. In his free time, you will most likely find him traveling to new places, mountain biking, or both.