Incremental ML learning in the real-world

Official repo for the Materialize + Redpanda + dbt Hack Day 2022, including a sample project to get everyone started!

🚕 Self-contained demo using Redpanda, Materialize, River, Redis, and Streamlit to predict taxi trip durations

A demo project on how to connect Materialize and Streamlit (using Redpanda & FastAPI)

E-Commerce recommender demo with real-time data and a graph database

Example app showcasing Redpanda + Resonate

Thesis 📝: Performance Investigation of Various Microservice Architectures

Example docker-compose with clickhouse and kafka or redpanda as event sources

Aim to define schema and read redis to DataFrame, inspired by sqlalchemy.

e2e streaming demo w/ redpanda materialize

ядро e-commerce на сагах (orders/payments/inventory) / Order/payment/warehouse as a saga (event‑driven e‑commerce core)

A real-time data processing pipeline that ingests news articles, extracts named entities, and performs analytics on the extracted information. The project is in the area of data engineering, real-time streaming, NER, and distributed computing.

Learning streaming data

Example app showcasing RedPanda + Resonate

Intelligent GitHub issue classification system using event-driven microservices, AI integration, and real-time WebSocket updates. Built with FastAPI, React 19, PostgreSQL+pgvector, and Kafka.

federated-queries-redpanda-and-trino

A Python-based Kafka messaging engine with Avro serialization, Schema Registry integration, and Redpanda support for real-time data streaming.