3155 - 从数据到价值：SQL 数据洞察入门.pdf

1、Orlando,FLOctober 69IBM TechXchange 2025Session code:3155Jie LingIBM,software developerFrom Data to Value:Getting started with SQL Data InsightsAgenda010203040506What is SQL Data InsightsWhat problem it can solveSmooth installation guideUpdate on latest featuresFuture feature candidatesQ&AIBM TechXc

2、hange|2025 IBM CorporationIBM TechXchange|2025 IBM Corporation3Large Database Models(LDMs)Large Database Models(LDMs)Code_Code_16087 16087 Product_name_Product_name_OrganicOrganic Salted Nut Mix Salted Nut Mix Brands_Brands_GrizzliesGrizzlies Energy_100G_Energy_100G_c7 c7 Fat_100G_Fat_100G_C4 C4 Gen

3、erate embedding per unique values for each column and unique row Textification and clustering Database EmbeddingsDatabase EmbeddingsDatabase Embeddings Structured relational data AI_SIMILARITY(44000007492,CODE)generated using multigenerated using multi-modal modal relational datarelational dataLarge

4、 Language Models(LLMs)Large Language Models(LLMs)Unstructured data(emails,blogs,tweets,PDFs)LLMChunks Sentence Embeddings Sentence Embeddings Sentence Embeddings Generate embedding per chunkWhat snack is like Oreo?OpenAIs GPT-4Googles Gemini,PaLM,BERTMetas LlaMAIBMs Granitegenerated using generated

5、using text data text data Db2 with SQL Data Insights(SQL DI)Leveraging Large Database Model to discover hidden value of dataIBM TechXchange|2025 IBM Corporation4Agenda010203040506What is SQL Data InsightsWhat problem it can solveSmooth installation guideUpdate on latest featuresFuture feature candid

6、atesQ&AIBM TechXchange|2025 IBM CorporationProblem statementA bank has customer information in Db2Telephone based campaigns to upsell Certificate of Deposits(CDs)are one of the most effective ways to sell,but costlyAfter calling 20%of customers,they have only 3%conversion rate to subscriptionsIBM Te