AI/ML Use Cases

Just a running list of AI / ML business use cases as I noodle through things. There is a ton of hype out there so I'm doing what I can to collect usage data.

Domain Specific Uses:

• Healthcare - Student / Other

  • Patient portal chat assistant to question patient health needs and help best pair the appropriate healthcare provider

  • Patient health summary for use by Dr.

    • Give a physician a 1000ft view of a patient they're about to see

  • Image content scraping.

    • Wound photos immediately uploaded to medical portal via phone to get a head start on treatment plan

  • Search complex and unstructured medical text for answers

    • Helping diagnose based on symptoms

    • Get details on possible treatment plans and the medicines involved

    • Cross reference individual student medical allergies and past medical histories with the above 2 points

  • Find trends in student populations

    • Ensure the medicine and materials are in appropriate supply

    • Alert staff to possible spikes in needs based off of  measured trends

  • Find trends in news

    • Cross reference student population with their home states to find potential outbreaks for the beginning of a new semester

    • Single out specific student populations for more pointed immunizations needs

  • Speech-to-text summaries and annotations of entire conversations held between a Dr. and their patients

    • Can be paired as notes to an existing medical record

    • Give a patient a summary immediately after meeting with a physician

  • Ingest wildly different structures of medical records with ease

  • Generate and output structured medical documents

  • Constantly monitor population health, not only when an event occurs

General Uses Below:

• NLP with embeddings

  • Derive meanings from complex text

  • Document  comparison for topic similarity search

• Document summaries

  • Titles for documents

  • Sales literature

• Classification

  • Whats in a picture

  • Sentiment of text

• Code and text completion

  • Coding assistants to reduce code project time

• Image to text 

  • Great for document processing and NLP

• Speech to text

  • Transcribe video

    • Sentiment from video

    • Pull out topic

    • Video summary

• Conversational assistants

  • Chat assistants for teeing up patients for health care providers

• Image object detection and classification in video

  • Monitoring video feeds for aberrations

• Linear regression and trend prediction

  • Sales forecasting