dbsys21 / databricks-demo

Simple demo for Databricks!

DEPRECATED - NOT MAINTAINED

This repo isn't maintained anymore. Refer to the internal Databricks demos for up-to-date resources

databricks-demo

Simple demo for Databricks!

Use Databricks Projects to clone this repo and get started with some Databricks demo:

Demos being worked on:

IOT & Wind turbine predictive maintenance:

• Data ingestion (python, SQL)
• Redash visualization
• Build a predictive maintenance model (using scikit-learn)
• Deploy and use model in production

Retail & Sales forecast:

• Data ingestion with CDC using Delta (python, SQL)
• Delta CDF to track changes over delta tables
• Redash visualization
• Build a sales forecast model (using scikit-learn)
• Deploy and use model in production
• Scale to thousands of model in parallel

Work in progress:

Sessionalization (Adtech)

Credit risk

E-commerce & product classification:

• Data ingestion (python, SQL)
• Redash visualization
• Build a model to classify products (using scikit-learn)
• Deploy and use model in production
• Build model using NLP on product description (tensorflow)
• Build model using DL on product description + images (tensorflow)