Assistant (to the) Regional Planner

Assistant (to the) Regional Planner

Sharath B. Sharath B.

Sharath B.

Revolutionizing Supply Chains with Digital Twins and AI/ML.

发布日期: 2024年5月16日
+ 关注

Putting the lessons from DeepLearning.AI to use by building an assistant to help with a series of tasks. The assistant converses with the user to get the confirmation before moving through the steps in sequence. The assistant can determine the relevant function for each step of the process and answer questions on the business data. Learning by doing!

The assistant picks up the status of the tasks from the database and moves through the activities.
The assistant can also answer questions on the business data.
The LLM does a pretty good job of generating SQL joins (in the above example, the table with transactions does not have the name of the customer, a join needs to be done on the customer master table)

My note to keep the assistant on point works very well. It takes three prompts :-)

A few thoughts at the end of the process.

  • Testing is no mean feat. Responses from LLMs are not guaranteed to be consistently correct. QA teams will have to make provision for failure and report that the step was tested successfully in all but 2% of the cases :-)
  • Unambiguous naming for the tables and fields is going to be important. Applications might need a forced autocorrect ensuring that users using different terms (product, an SKU or an FG ) will not throw the LLM off.
  • The words in the prompt matter, which brings up questions how one could validate the quality of prompts to handle real world cases.

Technical Stuff is here https://sharathbobba.wordpress.com/2024/05/16/conversational-assistant/

要查看或添加评论，请登录

Sharath B.的更多文章

  • An Introduction to Pricing
    2024年8月6日

    An Introduction to Pricing

    Pricing is an fascinating topic and my recent reading of the book Game Changer by Jean-Manuel Izaret and Arnab Sinha…

    1 条评论
  • The ABC to XYZ of Product Classification
    2024年6月14日

    The ABC to XYZ of Product Classification

    In one of my earlier articles, Assistant (to the) Regional Planner I used a straightforward logic to classify products…

    1 条评论
  • The Altar of Embeddings
    2024年6月6日

    The Altar of Embeddings

    Retrieval Augmented Generation (RAG) has emerged as the hot concept when building applications using Large Language…

    2 条评论
  • Memories of Industry
    2024年5月7日

    Memories of Industry

    The rise in standards of design and creativity has meant that there are many excellent Infographics available. Memory…

  • Takeaways from Professor Mollick's excellent book Co-Intelligence
    2024年5月3日

    Takeaways from Professor Mollick's excellent book Co-Intelligence

    Just finished reading the excellent book, Co-Intelligence by Professor Ethan Mollick. Can only show admiration and…

  • 1%
    2017年12月11日

    1%

    sharathbobba.wordpress.

  • BHEL and its peers
    2016年2月18日

    BHEL and its peers

    https://sharathbobba.wordpress.

社区洞察

其他会员也浏览了