.. _examples.business:

===================
Business Examples
===================

.. include:: logo_include.rst

Real-world ML applications on VAST Data Platform - from fraud detection to predictive maintenance.

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.. grid:: 1 2 3 3
    :gutter: 3

    .. grid-item-card:: |i-telecom| Base Station CDR
      :link: examples.business.base_station
      :link-type: ref
      :text-align: center
      :class-card: custom-card-examples-business
      :img-top: /_static/examples/base_station.png

      **10 minutes**

      Predict network performance and optimize base station operations with ML.

      +++
      View Notebook →

    .. grid-item-card:: |i-health| Battery Health
      :link: examples.business.battery
      :link-type: ref
      :text-align: center
      :class-card: custom-card-examples-business
      :img-top: /_static/examples/battery.png

      **10 minutes**

      Estimate battery degradation and remaining lifespan using sensor data.

      +++
      View Notebook →

    .. grid-item-card:: |i-travel| Flight Booking
      :link: examples.business.booking
      :link-type: ref
      :text-align: center
      :class-card: custom-card-examples-business
      :img-top: /_static/examples/booking.png

      **10 minutes**

      Forecast ticket demand and optimize pricing strategies.

      +++
      View Notebook →

    .. grid-item-card:: |i-churn| Customer Churn
      :link: examples.business.churn
      :link-type: ref
      :text-align: center
      :class-card: custom-card-examples-business
      :img-top: /_static/examples/churn.png

      **10 minutes**

      Predict telecom customer churn and identify retention strategies.

      +++
      View Notebook →

    .. grid-item-card:: |i-fraud| Fraud Detection
      :link: examples.business.credit_card_fraud
      :link-type: ref
      :text-align: center
      :class-card: custom-card-examples-business
      :img-top: /_static/examples/fraud.png

      **10 minutes**

      Detect fraudulent credit card transactions in real-time.

      +++
      View Notebook →

    .. grid-item-card:: |i-sports| Sports Analytics
      :link: examples.business.football
      :link-type: ref
      :text-align: center
      :class-card: custom-card-examples-business
      :img-top: /_static/examples/sports.png

      **10 minutes**

      Predict football match outcomes using team performance metrics.

      +++
      View Notebook →

    .. grid-item-card:: |i-insurance| Insurance Pricing
      :link: examples.business.insurance
      :link-type: ref
      :text-align: center
      :class-card: custom-card-examples-business
      :img-top: /_static/examples/insurance.png

      **10 minutes**

      Forecast health insurance costs based on patient demographics.

      +++
      View Notebook →

    .. grid-item-card:: |i-media| Movie Ratings
      :link: examples.business.movies
      :link-type: ref
      :text-align: center
      :class-card: custom-card-examples-business
      :img-top: /_static/examples/movies.png

      **10 minutes**

      Predict movie ratings and box office performance.

      +++
      View Notebook →

    .. grid-item-card:: |i-energy| Energy Forecasting
      :link: examples.business.smart_meters
      :link-type: ref
      :text-align: center
      :class-card: custom-card-examples-business
      :img-top: /_static/examples/energy.png

      **10 minutes**

      Forecast energy consumption from smart meter data.

      +++
      View Notebook →

    .. grid-item-card:: |i-spam| Spam Detection
      :link: examples.business.spam
      :link-type: ref
      :text-align: center
      :class-card: custom-card-examples-business
      :img-top: /_static/examples/spam.png

      **10 minutes**

      Build text classifiers to filter spam messages.

      +++
      View Notebook →

    .. grid-item-card:: |i-music| Music Analytics
      :link: examples.business.spotify
      :link-type: ref
      :text-align: center
      :class-card: custom-card-examples-business
      :img-top: /_static/examples/music.png

      **10 minutes**

      Predict song popularity using audio features.

      +++
      View Notebook →

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.. tip::

   All examples use real datasets and demonstrate in-database ML with VAST Orbit. Download notebooks and run on your VAST Cluster.

.. toctree::
  :hidden:
  :maxdepth: 1
  
  examples_business_base_station
  examples_business_battery
  examples_business_booking
  examples_business_churn
  examples_business_credit_card_fraud
  examples_business_football
  examples_business_insurance
  examples_business_movies
  examples_business_smart_meters
  examples_business_spam
  examples_business_spotify