QuentinAmbard / databricks-demo

Simple demo for Databricks!

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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)
ezoic increase your site revenue

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Simple demo for Databricks!


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