Juan De Dios Santos

Juan De Dios Santos Rivera is a Data Engineer at LOVOO, where he is responsible for developing methods to detect and combat fraudsters and spammers. When he's not dealing with spam, you might find him experimenting with personal data to learn curious details about himself or playing with object detection models. You can find more about his work at https://juandes.com. Juan holds a BSc in Computer Science from the University of Puerto Rico - Rio Piedras Campus and an MSc in Computer Science from Uppsala University in Sweden. He has authored a book about TensorFlow.js.

projects by Juan De Dios Santos

Create a Data Platform for Real-Time Anomaly Detection

7 weeks · 5-7 hours per week · INTERMEDIATE

Included with a Manning Online subscription

catalog / Data Science

In this liveProject, you’ll close the gap between “data analyst” and “software engineer” by building a working data platform. You’ll join up with AnomalousDex Inc., a startup that specializes in personalized end-to-end data products, and create a working prototype of their anomaly detection platform to showcase to prospective customers. This requires connecting up multiple cross-discipline components, from data science to systems management.

This platform consists of three principal components: a service that serves the anomaly detection data model, the modeling platform, and a dashboard visualization tool. Your challenge is to develop all of these features, going hands-on with software architecture, data engineering, microservices, and dockerizing. You’ll also dive into the essentials of monitoring and metrics, and even train an unsupervised learning anomaly detection model!