با برنامه Player FM !
پادکست هایی که ارزش شنیدن دارند
حمایت شده
From AI Models to the Harsh Reality: My Company's Struggling Database
Manage episode 440818243 series 3601974
In the early stages of implementing AI, I aimed to automate supplier payments using a seven-year SQL data history from my company, but I quickly encountered data inconsistencies such as supplier name variations, which complicated the analysis.
This led us to simplify the model by focusing on the remaining reliable columns, but even then, data misclassifications, like profit & loss accounts, hindered progress, showing that the data was insufficient for a reliable model.
Despite not achieving full automation, the project led to a complete restructuring of our database, highlighting the importance of high-quality data, a realization that now shapes my consulting approach to AI readiness in companies.
12 قسمت
Manage episode 440818243 series 3601974
In the early stages of implementing AI, I aimed to automate supplier payments using a seven-year SQL data history from my company, but I quickly encountered data inconsistencies such as supplier name variations, which complicated the analysis.
This led us to simplify the model by focusing on the remaining reliable columns, but even then, data misclassifications, like profit & loss accounts, hindered progress, showing that the data was insufficient for a reliable model.
Despite not achieving full automation, the project led to a complete restructuring of our database, highlighting the importance of high-quality data, a realization that now shapes my consulting approach to AI readiness in companies.
12 قسمت
همه قسمت ها
×به Player FM خوش آمدید!
Player FM در سراسر وب را برای یافتن پادکست های با کیفیت اسکن می کند تا همین الان لذت ببرید. این بهترین برنامه ی پادکست است که در اندروید، آیفون و وب کار می کند. ثبت نام کنید تا اشتراک های شما در بین دستگاه های مختلف همگام سازی شود.