Unleashed - How To Thrive As An Independent Professional
553. Phil Bellaria: AI Project Case Study
- Autor: Vários
- Narrador: Vários
- Editora: Podcast
- Duração: 0:21:57
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Show Notes: In this episode of Unleashed, Phil Bellaria shares a case example of building a Chat GPT using open-source large language models. The client was a large telecommunications company with an immense amount of unstructured data, including customer feedback, feedback from employees through surveys, and transcript transcripts from millions of phone conversations and text chats. The problem statement was to derive insights and understand the state of the business, identify trends and topics as quickly as possible. The process took place through 2018-2020. Working with a data scientist, and using Google's BERT methodology for natural language processing, the team coded an algorithm that identified topics and classifiers from the unstructured data, scored each topic and phrase on sentiment (positive or negative comments) and created a short summary of customer or employee comments related to each topic. The process of building and running the model was processing intensive, and the first step was testing a